{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "105219b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# scatterplots for effective prosecutor project\n",
    "import os\n",
    "import pandas as pd\n",
    "import uuid\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import statsmodels.api as sm\n",
    "\n",
    "os.chdir(\"C:\\\\Users\\\\lindsay.graef\\\\Documents\\\\Data\")\n",
    "\n",
    "# Set all text in Times New Roman\n",
    "plt.rcParams['font.family'] = 'Times New Roman'\n",
    "\n",
    "df = pd.read_csv('results_team.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "08f10f69",
   "metadata": {},
   "outputs": [],
   "source": [
    "# get subset of just the columns we need for plot of hearing outcomes vs. convictions\n",
    "df = df[[\"cw_fta_athearing_z_norm\",\"return_fta_z_norm\",\"disco_incomplete_z_norm\",\"disco_marked_closed_z_norm\",\"cw_notready_combo_z_norm\",\n",
    "\"marked_mbt_z_norm\", \"case_length_days_z_norm\",\"conviction_z_norm\",\"acquitted_z_norm\",\"convicted_acquitted_z_norm\",\"punished_z_norm\",\n",
    "\"rearrest_win_2yr_fromOGopen_z_norm\",\"recid_win_2yr_fromOGopen_z_norm\",\"cw_fta_athearing.TE\",\"return_fta.TE\",\"disco_incomplete.TE\",\n",
    "\"disco_marked_closed.TE\",\"cw_notready_combo.TE\",\"marked_mbt.TE\",\"case_length_days.TE\",\"conviction.TE\",\"acquitted.TE\",\"convicted_acquitted.TE\",\n",
    "\"punished.TE\", \"rearrest_win_2yr_fromOGopen.TE\",\"recid_win_2yr_fromOGopen.TE\",\"pol_party\",\"Gender\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ea8320fa-b939-4dce-abae-f90a1703a88b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## FIGURE 3 : Histograms of ADA Treatment Effects\n",
    "\n",
    "# FIGURE 3A : Hearing-Level Outcomes\n",
    "# Set the color and edgecolor\n",
    "hist_color = '#94D2BD'\n",
    "edge_color = 'white'\n",
    "\n",
    "# Create subplots\n",
    "fig, axs = plt.subplots(1, 2, figsize=(10, 5))\n",
    "\n",
    "# Plot 1\n",
    "axs[0].hist(df['cw_fta_athearing.TE'], bins = 30, color=hist_color, edgecolor=edge_color)\n",
    "axs[0].set_xlabel('', fontsize=18)\n",
    "axs[0].set_ylabel('Frequency', fontsize=18)\n",
    "axs[0].set_title('FTA at Hearing', fontsize=20)\n",
    "axs[0].tick_params(axis='both', which='major', labelsize=14)\n",
    "\n",
    "# Plot 2\n",
    "axs[1].hist(df['disco_incomplete.TE'], bins = 30, color=hist_color, edgecolor=edge_color)\n",
    "axs[1].set_xlabel('', fontsize=18)\n",
    "axs[1].set_ylabel('', fontsize=18)\n",
    "axs[1].set_title('Disco Incomplete', fontsize=20)\n",
    "axs[1].tick_params(axis='both', which='major', labelsize=14)\n",
    "\n",
    "# Add centered x-axis title\n",
    "fig.text(0.5, 0, 'Estimated Treatment Effect of ADA', ha='center', fontsize=18)\n",
    "\n",
    "# Adjust layout\n",
    "plt.tight_layout(rect=[0, 0.04, 1, 0.95])\n",
    "\n",
    "plt.savefig('fig3a.jpg')\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7e080a62-8db0-47e5-b24b-a0cd4543600f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# FIGURE 3B : Case-Level Outcomes\n",
    "# Set the color and edgecolor\n",
    "hist_color = '#0A9396'\n",
    "edge_color = 'white'\n",
    "\n",
    "# Create subplots\n",
    "fig, axs = plt.subplots(1, 3, figsize=(15, 5))\n",
    "\n",
    "# Plot 1\n",
    "axs[0].hist(df['conviction.TE'], bins = 30, color=hist_color, edgecolor=edge_color)\n",
    "axs[0].set_xlabel('', fontsize=14)\n",
    "axs[0].set_ylabel('Frequency', fontsize=18)\n",
    "axs[0].set_title('Conviction', fontsize=20)\n",
    "axs[0].tick_params(axis='both', which='major', labelsize=14)\n",
    "\n",
    "# Plot 2\n",
    "axs[1].hist(df['case_length_days.TE'], bins = 30, color=hist_color, edgecolor=edge_color)\n",
    "axs[1].set_xlabel('', fontsize=18)\n",
    "axs[1].set_ylabel('', fontsize=18)\n",
    "axs[1].set_title('Case Length', fontsize=20)\n",
    "axs[1].tick_params(axis='both', which='major', labelsize=14)\n",
    "\n",
    "# Plot 3\n",
    "axs[2].hist(df['punished.TE'], bins = 30, color=hist_color, edgecolor=edge_color)\n",
    "axs[2].set_xlabel('', fontsize=18)\n",
    "axs[2].set_ylabel('', fontsize=18)\n",
    "axs[2].set_title('Formal Punishment', fontsize=20)\n",
    "axs[2].tick_params(axis='both', which='major', labelsize=14)\n",
    "\n",
    "# Add centered x-axis title\n",
    "fig.text(0.5, 0, 'Estimated Treatment Effect of ADA', ha='center', fontsize=18)\n",
    "\n",
    "# Adjust layout\n",
    "plt.tight_layout(rect=[0, 0.04, 1, 0.95])\n",
    "\n",
    "plt.savefig('fig3b.jpg')\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ae02dbe6-6fae-44c7-96c3-d18128beebd0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# FIGURE 3C : Public Safety Outcomes\n",
    "\n",
    "# Set the color and edgecolor\n",
    "hist_color = '#005F73'\n",
    "edge_color = 'white'\n",
    "\n",
    "# Create subplots\n",
    "fig, axs = plt.subplots(1, 2, figsize=(10, 5))\n",
    "\n",
    "# Plot 1\n",
    "axs[0].hist(df['rearrest_win_2yr_fromOGopen.TE'], bins = 30, color=hist_color, edgecolor=edge_color)\n",
    "axs[0].set_xlabel('', fontsize=18)\n",
    "axs[0].set_ylabel('Frequency', fontsize=18)\n",
    "axs[0].set_title('Defendant New Arrest', fontsize=20)\n",
    "axs[0].tick_params(axis='both', which='major', labelsize=14)\n",
    "\n",
    "# Plot 2\n",
    "axs[1].hist(df['recid_win_2yr_fromOGopen.TE'], bins = 30, color=hist_color, edgecolor=edge_color)\n",
    "axs[1].set_xlabel('', fontsize=18)\n",
    "axs[1].set_ylabel('', fontsize=18)\n",
    "axs[1].set_title('Defendant New Charges', fontsize=20)\n",
    "axs[1].tick_params(axis='both', which='major', labelsize=14)\n",
    "\n",
    "# Add centered x-axis title\n",
    "fig.text(0.5, 0, 'Estimated Treatment Effect of ADA', ha='center', fontsize=18)\n",
    "\n",
    "# Adjust layout\n",
    "plt.tight_layout(rect=[0, 0.04, 1, 0.95])\n",
    "\n",
    "plt.savefig('fig3c.jpg')\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8a1811f8-9984-4695-b8dc-e1dddcfbad35",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:79: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:79: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:79: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:79: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:79: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:79: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:79: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:79: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:79: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3287266850.py:79: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n"
     ]
    },
    {
     "data": {
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aNNCUKVPcDlVWNm/erKuuukphYWGXbMlSWSzvOvuHeUpKSqFzRf1hHhYWpvj4eCUlJRX4nrM/b3meUVLS319Jd1hE+TVv3jzNmzdPjRs31oABA9SvXz9ddtllzvOu/Lc++5z/8ccfzme9WbNm6tWrl7755hvl5ORIKtlzWNLnT/LtZ1C6dMtUeX6B0itqN04AAAB4lttl2t13360jR46obt26RZ5PTk5W37593Q5WFl555RU1bdpUQ4cO1cyZMy/JkiV3l3dd6I9Kd/4wj42NVUJCgnNMk8mk6OjocvmH6rk/u8PhUE5OToGZROc69/fHO50qlj59+mjZsmXauXOnRo0apZdfflndunXTgAED1LRpU7399tsX/G997tLEc//9bNmyRQsXLlTnzp31+++/Syr5MsvevXtr9uzZSk1NVdWqVRUYGHjRYsyXnsHzVa1aVTabzfksnv2Zz/LEMlWeXwAAAAC+wqUy7aOPPir8jQEBevLJJ3XfffcVOnfs2DF98MEHmj17dukTelhKSoqSk5O1ffv2Igua4l4g7i53ZrG48kelO3+Yh4WFeeznKivn/+zXX3+9AgIClJGRoeDg4ALXnvv7O3TokF577TVt+3/s3Xtck/X7P/DXBmOcz3gAkYGIqAh4zEOamWdTs9QsKxX7mOYhKzXPaFpaaqlYmZ/UUssDHvL80fKE5zMqKCJnFAEBx3ljbPv94W/7gqBOGIzB6/l48Ch2b/eue+662X3t/X5ft2+Xutjnmk7G6+eff8Yvv/yCHTt2YMOGDTh37hwOHDiAAwcOwMLCAg0aNIC7u7u2kPP0v/W9e/dw/fp1KBQKmJmZwdLSEgUFBQCeFNSGDh0K4OWmWWren0lJSWjbti06dOgAoVAIPz8/7ajX5zGGHHxaXFwcrl27BlNTU0RFRQEArKys4OnpCUtLy0pPU5VKpUhOTsaKFSsQHx9fqlDH/CUiIiIioppIp2LaypUrcePGjXLXLtq3b1+5j6nJDQgyMzNRWFj4zNFO+uys97KjyF5moW9jvDB/nvKO/erVqxg8eDD27t1baoRaydcvLi4OZ86cwf79+7WPK3mxr+8CKVUfGxsbjB07FmPHjsXdu3exceNGrF+/HhkZGdo1Gu3s7NC4cWO4urpq/61tbW1x7do1bfFHKBTC1dUVKpUKMpkMACCTyV5qmuXT70/NqDYAiIqKQsuWLfX/AhiY5piTkpIwYsQIbNu2DREREcjPz0d8fDwGDBhQqWmqmuJks2bNcPjwYQClcxfQ/xccRERERERElaVTMW3q1KnYu3cvxo0bB3Nz8xfePzk5GePGjat0cPqWm5sLBwcHmJuba9dKKo++O+u9zCgyXRb6rq0XleUdu0KhwOHDh9GpUye8+uqrEAgEpV4/zcW+h4dHqcdpLvZ9fHwgEon0WiAlw2jWrBmWLl2K3r17Y+bMmUhOTkZaWhqys7Nx69YtREZGomHDhjh27BiSkpLg6+urfaxKpUJKSgpcXFzQuHFjKJVKtGnTBmPGjNG5EFQXc7PkMR8+fBg9evTA0KFDIZPJYG5ujldffbXCUzBLFidL5u/TuQvo9wsOIiIiIiKiytKpmPbee++hQYMG6N27t047VSgUSElJqVRg5dm9eze+/PJL5OTk4IMPPsCKFStgaqr7sm/nzp2DtbU1CgoK0LBhQxQVFZW5T1V11tN1FFl1LfRdEz3r2BQKBS5cuICuXbuiW7dupbZpLvabNWtW5nH5+fnaEYj6LpCS4Tg6OqJ+/fqoX78+5HI5Hjx4gOTkZOTm5uLBgweYNm0aLC0t0bFjRzRp0kRbDFKpVEhLS4ODgwPatWuHgICAlxpRVRdzs+QxafKwpMqMxitZqHv6S5qSuQvo/wsOIiIiIiKiytCpEiUSicoU0oYOHYqdO3eWe//w8PBSo0L0ISkpCX///Td27tyJO3fuYPz48XB3d8e0adN03odAIEBeXh5OnDgB4MlFuZOTE1xdXWFjY1MjOutVtGFBbVCRY9dc7GdlZcHPzw8RERGltisUiiorkJJhlFyHUCwWw8vLC56enpBKpcjJyUFcXBzy8/Nx/PhxCAQC2NvbQ6lUQiwWQyAQwMvLq0J5XhdzsyqPuWShrrz81YweZv4SEREREVFNU+FunllZWc/cFhgYiJkzZ2LQoEEV3X0ZiYmJ2LBhA0xNTdG2bVvcunULJ06ceKliWo8ePWBqagqFQoHTp08jKysLWVlZuHfvHry8vODn56ddT8lQKtKwoDo9r8uoLtufRyKRYODAgVAqldppZFlZWbh69So8PDzKPXbNxfzVq1dLremk0aJFC4MXSEm/yluHUCAQoH379pg8eTLS09MxYcIEJCcnIzMzE48fPwbwpCNl+/bt0bdvX3h6er7089bE3HxevlUmFzX0ecxPx+Pg4ACRSASFQlFu/urSIZWIiIiIiMgQBOryugo8Q3BwMLZv346ioiKkpqaiQYMG5d4vMzMTTk5OiIuL01ugT1u1ahWioqLwyy+/lNkml8shl8u1v+fk5MDd3R2nT5+Gn5+fdq2tffv2YceOHTh69GipNdRatmyJ4cOHY/jw4XofYaeLuLi4ZzYsqOj6RPqK63ldRu/cuYMVK1aU6qjZvHlzneOOi4vD999/j3/++QcikQgikQjNmjXDJ598Ai8vLzRp0qTMY6RSKRYuXIiYmBiIRCK0bdsWjo6OkMlkcHJyQs+ePeHq6qrX14H061n5mp2d/dyRTyWLM0+vo6d5TxQUFCA5ORnJycmlCuX+/v4ICgrCyJEj4ezsrHOsNSk3n5ePAoEAq1atem5H4Jd5npLHLBKJ0LdvX/j5+UEkEqGgoADFxcVwdnZ+ZsGuvFglEgm6dOmCHTt2aJuLaPJXKBSiTZs2aNq0KQtpNUxF85Wqj9Wasp+Lnid/0oQXPv7p+xARERHVdS9VTAOAyMhIvPXWW8jIyCh3DTCBQAAnJyfMnDkTbdu21VecZXzwwQeYMWMG/P39y2xbsGABFi5cWOb2Z33Yl0ql2Lt3L0JDQ8sU1vz8/DB8+HAMGzasWgtrzyoUVHZfFR2hIpVKsWDBgnIXYPf19UVQUBCmT5+Oy5cva2/XdOXz9/cv1YW0vLgcHR2xdu1aJCYmIi8vD7GxscjLy4NAIEBAQABGjBiBnj17llsIqEkFDnp5L5uvunj6PaFWq2FmZgaFQoF//vlHWwwQiUQYPHgwgoKC0Lt3b5iYmLxw31KpFPfu3UNaWhrMzc3RoEEDNGrUqFqLPs/LR4lEAj8/Pxw4cKDMNm9v73JzseR+yztXaG7Pzc2Fubk5/vzzT7Rs2VI7kqxkrj+dd8+L1c3NDW3atCnViZe5W7NVRb6SfrGYRkRERFT1XrqYBgBpaWmYOnUqtm7dWhUxvdC9e/ewdu1arFixotztlfnm/PHjx9rC2j///FOqsNaqVSttYa28Be9roheNJtNVeHg45s2bV+62jh07omHDhpg1a1aZbVZWVvDx8cHSpUtLFV+fjqt///5YtmwZJBIJEhISkJ+fX2o/CxYsQHR09DMLAfosPlL1qqqRLs96T2RlZWHr1q3YuHEjrl69qr2/m5sbRo0ahTFjxsDb2/uZ+9VXTlXG8/IxJycHI0aMwKFDh8rdvmjRonK/CNHluDSFMRcXFxw/frzUlGpNrjdv3rxUnj4vVgCYP3++tuMuc7fm48i0mo/FNCIiIqKqJ6zIg+rXr4/Zs2e/8H4ZGRkV2f1zFRcXY926dViyZMkz7yMWi2Fra1vqR1cODg4YPXo0Dh48iLS0NGzcuBH9+vWDqakpbt26hXnz5sHX1xcBAQFYvHgxoqOj9XFYVUIqlZa5OAaAmJgYhISEQCqV6ryv53UqdHR0xKNHj8rdpunKV/LxUqkUP//8M1xcXNC/f3/06NED9erVwxtvvIH8/Hzk5eWV2Y9MJkNMTAwSEhLKbHt6NA0vxo1LZfL1eTQddLt164bAwEDte8LR0RETJ07ElStXEB4ejs8++wyOjo548OABvv32WzRt2hSvvfYa/vjjjzJFXX3mVGU8Lx8VCsVz1358OhfDw8Nx7NgxnDlzBi4uLtoOmkDZ49J04HR0dCzT7EOT65o81exbk5slv5goqbCwsNx/J6qZqipfiYiIiIiMSYUbEEydOhXHjh0rd9vdu3fRp08fWFlZoVevXhg3bhxatGhR4SBLWrZsGaZPnw4zMzO97O95NIW10aNHIysrq9SItZs3b+LmzZuYN28e/P39tSPWfHx8qjwuXWkufMujueAtb4RKeZ53wSSTyWBhYfHM7QqFotTjExMT0axZs1KLjderVw/m5uYYMWIEVqxYAaVSWWof5ubmAMoWETSjaZKSkrTrLV24cAGtWrVCixYteGFOzxUQEICVK1fiu+++w759+7B+/XocPXoUYWFhCAsLw6RJk/Duu+8iKCgInTp10mtOVcbz8lEkEmnz5XmPLTkSLScnB1FRUfDz88OIESNw+PBhbfGr5HFp8u9ZxTrNY1JTU/H7778jNjYW/fv3R1RUlHYqqKWl5TOPRR9T0omIiIiIiKpahYtpMTExeOWVVxAZGQmJRIJ58+bh3XffBfBkGlFycjKioqLQtGlTbNiwAc7OzqhXr16lgl28eDE6dOiAgoICxMXF4eTJk+jWrdtzp2Tpi6OjI8aMGYMxY8ZoC2vbt2/HsWPHtIW1uXPnIiAgQFtYa9q0aZXH9TzPG72iy/aSntfVz8nJCQkJCfDz8yszWgV40lGzZNe/oqKiMl03FQoFHj58iN27d6NPnz743//+Bzs7O5iZmaFVq1bw9fXVFgikUql2HSdNIa1fv36l9mllZYUBAwbg888/59pL9EJisRjDhg3DsGHDkJycjE2bNmHjxo2IjY3F+vXrsX79ejRr1gzdu3fXdpotz8vkVGU8Lx/9/f2fufabpgPn0yPsNEWwiIgIbNu2DT169MCFCxe0j9Mcl6bw9azj13TnTE9P1+47KysLfn5+uH37Nh49egQ7OzsolUqIRCK0bNkSpqamOH36NCwsLPD7778jMTGxVLxcP42IiIiIiGqaCk3zBIDk5GRcu3YNHTt2RIsWLTBp0iQcPnwYABAVFQUA2gLKhx9+iLVr11Yq0EWLFmHevHno06cPPD090aRJEyxbtqxaCmlP0xTW/ve//yE1NRW//fabdvHyGzduYM6cOfDx8UHr1q3x7bff4t69e9UeI/D80Su6bC/J3t4ekydPLvN6e3t7o3PnzsjNzcWIESPg5+dXanv79u0xbdq0UqNLCgoKyhTdsrOz4ebmhri4ODRr1gz16tVDVlYWvL298corr2Dw4MGYOXMmgoODsXDhQsTFxSExMRGxsbFo27ZtmeJcfn4+bt68Wa1T76h2cHd3x5w5c3Dv3j2cOnUKo0aNgqWlJe7evYtff/0Vx44dw+XLl5GamgqVSlXqsdU15e15+fj555+jV69e5W6bPHky7O3ty4ywKzm1MyIiAo6OjqUeqzkuTRFPUyArycrKChYWFmjUqBGSk5O1t1+9ehXvvfceunXrhpSUFNy+fRuxsbEQCoUIDAzEpUuXcPbsWXz11Vc4dOgQCgoKtI+t7umzREREREREuqjwyDSxWIyzZ8+iTZs2AID4+HhMnToV/fr1g0wmg0Ag0F6giUQi3L59u1KBzps377mLWBuKk5MTxo4di7FjxyIzMxN79uxBaGgojh07hvDwcISHh2POnDkIDAzUjlirrgLg80avaEaovAwvLy8EBweXu6j7hAkT8Msvv6BHjx4YOnQoZDIZnJyc0Llz5zLHW1xcDCsrq1LrUalUKqSnp6NevXpo3rw5Ro0aBXt7e0RFRWHu3LkoLi6GUqlEYmIixGIxQkJC8P777wNAues3AU9G21Tn1DuqXQQCAbp164Zu3bph9erV2LFjB9atW4fLly8jLS0NaWlpMDMzQ6NGjeDu7o7WrVu/dE5VxvPyEcBztz09gs7CwqJUTpacxlnyXKEp4v3yyy8YMWJEmW6ezZs3x/Dhw7Fs2TLt4xUKBTIyMuDr6wt/f3+YmprC2toat2/fxuLFi9G0aVP85z//0eZwfHw8fHx8tH8/mMNERERERFTTVLiY1q5dO20hDQA8PT3x+PFjAIBSqSyzpllSUlJFn8poODk54eOPP8bHH3+MjIwM/P3339ixYweOHz+uLazNnj0brVu31hbWmjRpUmXxaC58Q0JCShXUSo5Qqcg+y7uo9fLywpw5c3TqqOnk5ARPT0/Ex8eXKqhZWFjA2dkZ9vb2OHr0KPr374/ffvtNuwaUQCAotci5ZgTLs9Zv0lyMV9fUO6q9bG1ttbl99OhRzJ49GxEREZDL5YiLi0NcXByys7PRvHlzvPvuu7Czs6uWuJ6Vjy/a9vQIOpFIVConNdM4yztXaHI9MTERgYGBKCgoQHFxMZycnCCRSJCYmFim2YCdnR1+/PFHAICvry+A/xvBHBERgeLiYu19NTlecrQcc5iIiIiIiGqSChfThEIhEhMT4eHhAQBYt24dnJ2dATzpzlbyYk2pVCI7O7uSoRoXZ2fnZxbWrl+/juvXr2PWrFlo06aNtrCmz3WBSi7k/f7778Pc3BxSqRQ2NjZV1u2y5MX78xYSl0gk8Pf3h0gkQmFhIRQKBUQiESwsLNC8eXNYWlpCJBJBqVTC2toaffr0gUQiQVFREcRiMXJzc3H37l2oVCoMHDgQLi4ucHd3B/Bk1Jtm6p2mKQK7zZG+SKVS1KtXD9999x0AIDw8HAcPHsTp06cRHh6OTz75BFOnTsXQoUMRFBSEbt26QSis8Gz6KlPeqFVLS0v4+PigUaNG6NSpE1q0aIHi4mLk5uaWWqewZF43bdq03HNJyX1bWlqiWbNmWLVqFQoKCuDg4ACpVIpvv/1WWyR7eg22p4txzGEiIiIiIqpJKlxMmzJlClq2bIlWrVohNTUVSUlJmDRpEqZOnYrk5GQ4Ojri4sWLeOWVV7B9+3a4ubnpM26j8nRhbffu3QgNDcXx48dx7do1XLt2DTNnzkTbtm21i6BXprBWskufRnUu5P2i53/RiLnc3FwAT9ZgGj9+PPbs2YM//vhDe79OnTrhgw8+gLm5OS5fvow33ngDFhYWOHv2LExNTWFhYQF7e3u4uLigefPm1Tr1jmqvZ72vf/vtN1hZWWHLli1Yv3497ty5g82bN2Pz5s3w8vLC6NGjMWrUKDRu3NiA0Zf2rBxs3rw5Ro8ejc2bN+Pu3bva2319fTFy5Ehth06NknldstA2bNgwREREICwsDCNHjsSSJUtw/PhxmJiYQCAQoFOnTtrOzDk5ORCJRKUamJQclVaRKelERERERERVSaBWq9UVffDOnTuxZs0aZGdn48MPP8QXX3yBq1evYunSpZg2bRp+++03nDt3DnFxcQgNDcWbb76pz9h1phlFkZ2dXSUjHJ43Cut5Hj16hD179mDHjh04ceJEqcXM27Vrpx2x9jIXklKpFAsWLCh1wavh7e2N4ODgF8ZW0eN52ecv+Twlp4VKpVIsXLgQ7du3x7p163D69Glo3qampqYwNzdHr1690L59e8TGxuLevXt44403sHfvXty8eVO7JlOHDh2wfPly7bQyMg5P52tl3o/6ouv7Wq1W4+LFi9i4cSO2bt2qLQwLBAL06tULQUFBGDx48DO7YeoShz5fi6dzsF69evjhhx9KFdIAoGPHjjh//jyKi4tLFbqAJ8c/ceJErFmzptTrI5FI8J///AfTpk3DpUuXIJPJtCPOTExM0LFjRwwbNgx///03evXqBScnJ2zbtq3Ummns5lnzVfXfV3p5Vmt+ean750+a8MLHP30fIiIiorquwiPTAGDo0KEYOnRoqdvatm2L0NBQAMArr7yC3bt34/HjxwYrpFW1yowCc3Fxwbhx4zBu3Dikp6drC2snT57ElStXcOXKFcyYMQPt27fXjlh7UWHt6S59JemykHdlR7W9zPM/a00ne3t7TJw4Ebdv34ZUKoWvry+kUikyMzNhZmYGU1NTJCYmomPHjpBIJNi0aROuX7+Ot956C4MHD4ZCoYCTkxOys7Mhl8tfGDPVXIYeZamh6/taIBCgY8eO6NixI3788Ufs2rUL69evx6lTp3D06FEcPXoUDg4OGDlyJIKCgtC6dWudY6iK1+LpHAwPDy9TSAOeNPm4fPkyfH19yxTT7ty5g3PnzpV5fe7du4eYmBicO3cOxcXFMDc3R7169WBhYaFtOOLt7Y2hQ4di9+7dMDc3x7vvvouWLVtCqVQ+d91FIiIiIiIiQ6qyxXw++OADAMDbb7+NsWPHVtXTGJRUKi1zcQs8ubgOCQmBVCrVeV/16tXDJ598gmPHjuHhw4fazphCoRCXL1/GjBkz4OnpqR1tlZCQUO5+XrRQ9/O26+N4KvP8GnFxcVizZg3u3r2LuLg4PHjwAEKhEG3btoWPjw/c3NygVqtha2sLoVAIsVgMgUCA7du3Y9GiRfjuu++wbt06/P7773j48OELn49qJn3mV2VV5H1taWmJDz/8ECdPnkRMTAzmzJmDRo0a4fHjx1izZg3atGmD1q1bIyQkBJmZmc/df3W9Fs86Tk2Tj6fXMgOerJGpVCrRv39/9OjRA/3790fHjh2hVCrx+PFjCIVCCAQCNGzYEHl5eYiNjdUWJ2NiYuDh4YEBAwZg2LBh6NGjB7p06YJu3bohMDCQhTQiIiIiIqqRKjUyTbPmV2FhIUrOFn348CG2b9+OLVu2VDrAmqyyo8CepV69ehg/fjzGjx+P9PR07N69Gzt27MCpU6dw+fJlXL58GdOnT0eHDh20I9Y0jSBeNM3medv1cTyVeX6gdNHA09MTcrkcQqEQDRo0wN27d1FYWIjCwkJYWlpCLpfD19cXJiYmKCoqgqnpk7ezUCiEubk5srKykJ6erl08nYxLUlJSleRXRVT2fd2kSRMsXrwYCxcuxLFjx7Bhwwbs2bMH4eHhmDJlCqZNm4bBgwcjKCgIvXr1gomJSanHV9W5Rtfj0ExLfXpUGvCkwUxeXh4WL16svc3Pzw9DhgyBjY0N1Go1XFxc8PDhQ+Tm5kIoFEKpVEKtVkMmk2HNmjX46KOPcP/+fZw/fx6WlpZwdXWt9LEQERERERFVlQoX06ZOnYrVq1c/c7tAIKjoro2GPkZhvUjJwlpaWpq2sBYWFoZLly7h0qVL2sLa8OHD0bt37zJd+jRetJC3Po6nvC6Buj4/ULpokJ6eDn9/f6SmpiI1NRU5OTmwsrICAO1i5QcPHsSnn36K77//HsXFxQCeFARyc3PRrVs3pKSkVGvRhfRHs97Ys+gjv3RV2fe1homJCXr37o3evXsjKysLf/31F9avX4/w8HCEhoYiNDQUjRo1wujRozF69Gg0adIEQPWca4BnH2dWVhbat2+vzTENhUIBGxsb3Lx5s9TtERERUCqVmDJlCjp37ozk5GSkpKRAKBRCrVZDrVajbdu2SEtLw7lz59ChQwd8//33sLa2xqBBgzB79uwyTQ0MtV4eERERERHR0yo8zVPTuS4yMhLx8fGlfq5cuQIXFxd9xlkjVXa0ysuqX78+JkyYgBMnTiAlJQU//fQTunfvDoFAgEuXLmHatGnw9/fHqVOnkJOTg8LCQu1jNWsrPe9CVB/Ho+kS6O3tXep2XZ4f+L+iQEFBAY4cOYK33noLbdu2RXZ2tnb0Y5s2bfDWW2/h5s2buHnzJvz9/dGyZUttjPXr14ednR1effVVKJVKKBQKhIeHIywsDDdu3KjW6YFUcTY2Ns/dXp2LnVf2fV0eR0dHTJo0CdevX8f169cxZcoUODo64v79+1i8eDG8vb3RvXt3bNq0qdwRYSXp67V41nFKpVIsXrwYzZs3L3V7o0aN8NZbb+H06dNl9qVZ8/Crr75C8+bNoVQqtdvatm2LDz74AH/++Sdyc3MhEAjQuHFjODs7IzIyEj/++CNiYmKwYMECzJs3D8uWLcPcuXOxcOFCxMXF6eVYiWoLqzW/lPohIiIioqpX4ZFpvXv3xpgxY8rd5uHhgWXLllU4KGOhr9EqFVG/fn18+umn+PTTT5Gamopdu3Zhx44dOH36NK5fv669X4sWLdCvXz+MHj36hYuU6+t4vLy8EBwcXG6nzqc9PfLEwcEBABAfH4/CwkL8/fffmDJlCgICAiAUCmFjY4MHDx7g0KFDkMvlkEgkkMvlmDp1KszMzPDo0SNIpVLExsZi3rx5WLduHdauXYv09PRSx8IOgTVf48aNDZZf5XmZ9/XLCgwMxKpVq/D9999j3759WL9+PY4ePYpTp07h1KlTsLGxgYeHB+zs7GBvb19q5K++X4vnHadEIil1u0wmw7x582BnZwdbW1uoVCoUFRVpfywtLTFjxgwsXrwYb731FlQqFczNzaFSqXD58mVIpVJYWFhAKBQiOjoapqamsLGxQWpqKnr37o2kpKRSsWnWiNOlKzEREREREVFVEahLLnb2EtavX49+/fo9c22biRMn4qeffqpUcPqiKdRkZ2frfTRLXFwcQkJCSl3wG7JY8/DhQ+1U0NOnT5day65Tp04YPnw4hg4dikaNGpX7+Oo8nvK6E0okEnTo0AFz5szRrpf25ZdfYuPGjUhPT4dSqURhYSGKi4thY2ODJk2a4J133sGff/6Ju3fvaqehWVtbw97eHlOmTMHevXuhVCohEolgYWEBkUgEb29vXpDXUCXzNSMjo0blV3VKTk7GH3/8gY0bN5YajWVtbQ13d3c0atQILVu2NNhrERcXhzNnzuCLL75AQUEBlEolrK2t4erqipycHHh4eODzzz9HcnIy2rVrhwULFuDixYtQq9VQqVTw9/dHnz59cPToUTRu3Bg7duyAmZkZbGxsoFQqMWvWLMjlcly4cKHMcy9atIhTt2uIqvz7Srqp7Gi0/EkTXri/p+9DREREVNdVeGSaiYkJJkyYgHfeeafMttTUVPz+++81pphWlapytEpFNGzYEBMnTsTEiRPx8OFD7Nq1C6GhoTh9+jTOnz+P8+fP4/PPP0fnzp0xbNiwMoW16jqeZ3UnTEhIQH5+PsaMGYO1a9dCpVJBLBZrFzAvKChAUVER1Go1Hj9+DDs7O5iZmUGpVMLPzw+5ubkwMTGBWq3GgAED4OHhgddffx3m5uaIj4/H6dOn4ebmVu0L2FPF1LT8qk7u7u6YO3cuZs+ejbCwMGzcuBGhoaHIy8vDnTt3tCO5bt26BXd39xdOBdUnTf46OjqiadOmuHbtGoAn07PlcjmcnJzg4uICsVgMCwsLzJw5E5mZmbC0tERGRgZMTExw+/ZtmJqa4pNPPsEnn3wCkUgEa2trODo6wtTUFG5ubtrGB1evXi3VSbQ618sjIiIiIiJ6WoWLacHBwUhOTsb+/fvL3V4XGhBo2Nvb18iiTMOGDTFp0iRMmjQJKSkp2hFrZ86cwblz53Du3DltYU0zYs3Nza1ajud53Qnj4uIwbNgwtG7dGkVFRbC3t8fQoUOhVCpx9uxZ7Wi7gIAA9OzZEzY2NkhJSQHwpLOghYUFvvjiC5w4cQKhoaFIS0uDQCCAv78/PvroI2zatAkSiYQX5EaipuZXdREKhejevTu6d++OkJAQbNu2DRs3bsSFCxdw+PBhHD58GPXq1cNHH32EoKCgMuuaVQVN/kZGRmLgwIEoLi5GVFQUGjdujIcPH6J+/fro0KEDZs+eDU9PT7z++utYtmwZXF1dUb9+feTn58PGxgYZGRlITEyEiYkJTExM0LBhQ6SkpMDT0xMHDhxAeHg4GjRogBEjRuDw4cPaghpHQBERERERkSFVeJrnrFmz0KZNGzg7O0Mo/L8+Bmq1GklJSZg0aVKNKVZwGkppKSkp2LVrF7Zv346zZ8+W2talSxftiDU3N7cqiyEsLKzcdfXy8vIQGxuLuXPnIi8vDzKZDM2aNcOtW7cgkUhgaWmJvLw87bpKa9euxYwZM7By5UrEx8ejuLgYgwcPRnJyMrKzs/H48WOkpaVp9+/v74/AwEBER0dj1apVdbpIU1MxX3Vz+/ZtbNy4EZs2bSq1JmCnTp0QFBSE4cOHV9nrFxYWhm+//RZZWVlITk7Gu+++i1atWiEtLQ0ymQx5eXk4deqU9m9DvXr1IJFI8N///hc+Pj7w8/ODr68vLCws4OnpiT179uDSpUuQSqXw8vLCkCFDsGzZMjRq1Ajp6enw8/NDjx49cOHCBU7RrmGYr4bHaZ5ERERE1a/CxbTr16+jdevWz9weEhKCyZMnVzgwfeKH/Wd78OABdu7cidDQ0FKFNYFAUKqw9qy18SoqPDwcM2fORGFhIRQKBUQiEYRCIe7cuQN7e3v85z//wYwZM+Dq6opGjRph7NixOHnyJE6ePImHDx9CJBKhTZs2ePfdd9GwYUMkJSVBJBIhPT0drVq1wuzZs5Geng6JRIJ79+6Veu758+cjJiYGP/74Iy/IayDm68tRKBQ4fPgw1q9fj4MHD2q7ZlpaWmLo0KEYM2YMXnvtNb2OFj579iw+/PBDWFlZ4fHjx8jLy8Pnn3+ORYsWwcLCAh4eHrhz5w5MTExgYWEBMzMz/PHHH4iIiECzZs3w008/4dixY7C2toaXlxc8PDwwYcIEXLlyBfHx8Th69CgEAgHs7Oy0xfAFCxYgOjq6TqyXZ0yYr4bHYhoRERFR9RO++C7la926NWQyGX777Td88803AICIiAjs2LEDarW6xhTS6Pnc3Nzw2Wef4cyZM0hOTsbKlSvRuXNnqNVqnDlzBp999hkaNWqEbt26ISQkRDudsrKsra1hamqKqKgoxMbGIi0tDRkZGTAzM4OLiwsuX76MJk2aICcnB97e3vjpp5+wf/9+iMViNGvWDGq1GufPn8euXbsgEolgYmICR0dHuLi4ICcnBzk5OSguLtYuaF6SWCzGxIkTWUijWkEkEmHQoEHYu3cv7t+/j2XLlsHX1xcFBQXYtGkTXn/9dTRt2hTffPMN7t+/X+nnS0lJwbVr19CoUSMUFhbC3t4eSqUSCoUCZmZmMDMzg1QqBfBkpLJQKER2djbCw8MhFAqxaNEiXLx4Ed7e3rC1tYVYLMbJkyfx888/Izo6Gnv27IGpqSm8vb3h6uoKX19fNGnSBO7u7ggODmYhjYiIiIiIDK7CxbSoqCj4+vpi3LhxWL9+PQDAz88Pqamp6NatG7KysvQWJFWPRo0a4bPPPsPZs2fLFNZOnz6NKVOmaAtra9aswcOHDyv0PFKpFGvXrsXgwYPh7+8PBwcHWFtbQygUon379ujZsycuXbqEtLQ05OTkwMvLC9HR0Rg4cCAmTpyI999/H0uWLMGUKVMAACqVCpcuXcKMGTOwfPly5OXlwcXFBVZWVjA1NYWHhwdatGiBVq1awd/fH97e3vD29tbnS0dUIzRo0ADTpk3D7du3ce7cOfznP/+BjY2Ndup048aN0bdvX+zYsQNyufyl9x8XF4d///0Xy5YtQ9++fdGgQQOIxWIIBAKYmprC1tYW9erVQ05ODiwsLGBpaQm1Wo13330XTZs2hZeXF0aOHImgoCBYW1ujcePGiI2NhaenJx48eAB/f3/4+PjAx8cHlpaWEIlEsLW1hZOTExo1asQCOBERERER1QgVnub5xhtv4NGjR/jkk0/wxx9/4NKlSwCeFDacnZ3Rv39/bNmyRa/BVhSnoVROcnKydiro+fPntbcLBAJ07doVw4YNwzvvvIOGDRvqtL/w8HDMmzcPlpaW+PDDDxEfH68tmsnlckyaNAmNGzfGnTt3AADz5s2DSCTCoUOHkJ6eDrFYDJVKhZYtW2Lo0KGIj4/H/v378c4772Dnzp2QSCRISUlBQUEBUlNT8ejRI+1zv/rqq1i5ciVatWql3xeJ9Ib5ql/5+fnYtWsXNmzYgFOnTmlvd3R01Ba2dFk7UCqVYsGCBfDw8MDSpUshFosxdOhQ9O7dW7uW2ZEjR7Bjxw4UFRVpn+Ozzz7DsWPHIJPJoFQqIZVK4efnhyFDhmDJkiWwtraGTCaDvb09Jk2ahPv378PKygpZWVnaLp5cJ63mYr4aHqd5EhEREVW/Co9Mi4mJwfnz5zFx4kRYW1v/3w6FQpibm2Pfvn16CZAMz93dHZ9//jnOnTuHpKQk/PDDD3jllVegVqsRFhaGyZMnw83NDd27d8dPP/2E1NTU5+5P05jC398fP/74IxYvXoxt27bhwIEDyMrKQn5+PoqLi7WLl7do0QL/+9//kJWVhYyMDNy5cwd3797Fnj17sHbtWrzxxhvo2bMnhEIhRo4ciejoaHz88cdwcnJCQUEBrK2tYWVlhU6dOmH48OHYtGmTdhoaUW1nZWWFjz76CCdPnkRMTAzmzJmDRo0aISsrCyEhIWjdujXatGmDNWvWPHdEsaaDp7m5OQBALpfj33//ha2tLQ4ePIhjx47ho48+Qps2bWBpaQkrKysMHDgQ//77L+RyORITE3Hv3j3Ex8fjwIED+O233zB//nzcv38fpqamuH37NuLj4/HXX3/h66+/xvHjx9GvXz/4+vpi8uTJLKQREREREVGNUeFiWvPmzWFlZVXm9qioKKSmpkIkElUqMKqZNIW1CxcuIDExEStWrNAW1k6dOoVJkybB1dUV3bt3x88//1yqk6aGZvSCo6MjIiIiADxZRP3kyZOoX78+Xn31VQDQLpguFouRnp6O1NTUUh1iNeum3bhxA/fu3cOXX36J48ePY/jw4ZBKpfD19cW8efPw1VdfYcGCBejRoweOHDmCqKgoJCQkVPErRVTzNGnSBIsXL0ZCQgIOHz6M4cOHw8zMDNevX8fkyZPRsGFDjBgxAkePHtU2MtDQ5F5WVhb8/PwgFArRq1cvpKWlYeDAgRgyZAj+/fdfdO7cGV9++SUmT56MAQMGIDMzE8nJycjMzIRcLodQKIRSqcTZs2fx6NEjDB48GOnp6fD19cXDhw+hUqng4+MDmUyGCxcuYPTo0Xjw4AFu3LjBIjgREREREdUIphV9YLNmzRAaGophw4Zpb3v48CE++ugjCAQCDB48WC8BUs3VuHFjfPHFF/jiiy+QmJionQp68eJFnDp1CqdOncLkyZPRrVs3DB8+HG+//Tbq168PiUQCb29vyGQy7b6ys7NRr149LFmyBEuXLsX27dthZmYGlUqF3Nxc2NraIjExEWKxGIMHD0aLFi2gUCggFothY2OD/v374++//0ZkZCSSkpLw5ZdfYs2aNbCwsIBAIEBaWhosLCzg6ekJS0vLUkU5orrGxMQEffv2Rd++fZGZmYm//voL69evx40bN7B9+3Zs374d7u7uGD16NEaPHg0vLy84ODigf//+kMvlmDJlCqKjo+Hu7g6hUIjExETcvHkTJ06cwGeffYbDhw/Dw8MDgYGB+OCDD1BcXIzo6GgcOnQIxcXFKCgoQHFxMdLS0uDj4wOJRIJevXrhu+++Q3FxMerXrw8vLy+cOnUK7dq1w6FDhwAA3t7e7OZJVEWeN1306W2c9klERER1XYXXTMvNzUXv3r0BPJn+4+/vj4sXLyInJwd+fn44efIkHB0d9RpsRXFNl+qlKazt2LFDu5Ye8GQK8GuvvYbhw4ejTZs2iIqKwvTp06FWq6FUKuHo6IipU6di9+7dcHd3R+vWrfH48WO0adMGX331FVJSUvDll19i3759uH79OlQqFQBg8ODBGDNmDG7cuIHQ0FDcvn0bO3fuxKxZs6BQKCCTyWBjY4PHjx/DysoKPj4+WLp0qU7rRFH1Y74azvXr17Fx40Zs2bIFjx8/1t7esWNHWFtb4969eygsLISjoyOaNWuGqVOnoqioCJGRkfjll19w79492Nra4scff8S+ffuQmpqKyMhI5OXlISAgAIMGDcIPP/wAExMTKJVKzJ8/H56enjh9+jR+++03FBYWwsTEBBYWFhCLxWjcuDE+/PBDHD9+XBsL10+rWZivhqevNdNeZj8sphEREVFdV+GRaTY2NggLC8Nff/2Ff/75B+np6ejVqxd69OiB0aNHw8LCQp9xkhHx8PDAl19+iS+//BIJCQnawtrly5dx4sQJnDhxAkKhEJ06dUKTJk0glUphYmKC119/HX/88Qfu3r2LqKgo3L59GykpKVi9ejV8fX0REBCAv//+G+Hh4dDUgG1tbXHlyhUAgI+PDzp37oz79+9DKBTC398fly5dQn5+vrawm5+fj0aNGkEikRjq5SGqsVq3bo3WrVvj+++/x759+7B+/Xr8888/uHDhAoAnI9osLS1RVFSEQ4cOwdzcXLs+oVKphK2tLfr27YvVq1fj0aNHsLa2hrW1NfLy8nDjxg0AwIABA7B79260adMG169fR4sWLbBnzx4oFIpSsWRlZUEikWjXaNOIiYlBQkICi+FERERERGQwFV4zDQBEIhFGjRqFLVu24OjRowgNDcWECROqrJCWn5+PiRMnYu7cuZg6dSrkcnmVPA/pj0QiwbRp03Dp0iXEx8fj+++/R/v27aFSqXD27FmcP39e21AgMTERN27cgK2tLRwdHZGdnQ21Wo3Lly/j/fffR+fOnXHz5s1ShbT69eujsLAQV69ehY2NDZo1awYPDw9YWlpi4MCBaN26NdRqtXYUm5+fH8aOHctRLUTPYW5ujuHDh+PIkSM4ePAgfHx8YGlpCaVSidzcXMTFxWlzOCYmBmZmZhAIBGjatCn8/f1x+/ZtODs7IzU1Fa6urnBwcAAA3LhxA82aNUPLli0xbNgwJCcnw8nJCQ0aNIBKpYJQKISpqak2X729vcttisBp2kREREREZEgVHplWnpiYGGzduhXOzs4YMmQIGjRooM/dY8KECRgyZAiGDBmCTZs2YdasWfjhhx/0+hxUdSQSCaZPn47p06cjPj4eq1atwh9//AGpVAqFQqHtAJubmws3NzcMHz4cxcXFsLe3h5OTEwQCAZo3b47CwkIIhULk5+cjMzMTzs7OSExMhEqlgp2dHd5//32kpaUhMjISU6ZMQffu3eHk5ITc3FxkZWXB0tLSwK8EkfHQTI1u2rSptpnAw4cPoVQqcf/+fUyaNAktW7ZEz549YWpqCpFIBB8fH+1Is/j4eHh6eqJhw4ZQKBSQSCTw9/fHjRs3MHPmTGzZsgX9+/eHSqXC7du3IRaLUVhYiICAAHzyyScICQkpExOnExIRERERkSHptZjm7e2NefPmYebMmWjUqBGKi4v1tu+UlBSEhoZi3bp1AIB+/fph/PjxWLhwIWxsbPT2PFQ9PD098fbbbyM2Nhb5+fl4+PAhCgoKkJSUhOzsbFy8eBEXL16EQCCAubk5Xn/9dUyYMAFWVlYoLi6GWq2Gvb09cnJyEBcXB3NzcwiFQqSkpGDLli1ITExEQEAAvL29oVKpkJiYiAsXLsDb2xseHh6GPnwio6EpXAkEAjg7O8PZ2RlNmzZFdHQ00tLSoFQqcfPmTdy8eRMikQhvvvkm7t+/D4lEAoFAgNzcXNy6dQtubm4wMzODWCxGkyZN0LRpU+zduxfdunXDypUr0aNHD3zwwQeQSqWwsbFBbm4u0tLSykz/9Pb25jRtIiIiIiIyqEpN83yWxYsX630a3cmTJ+Hs7KxdP8fFxQVmZmalFrgn46K5SLeysoK3tzfGjRuH6dOno3HjxjAxMQEAqNVqFBYW4tChQ5g8eTKKiopw//597bpqWVlZsLKyQvPmzZGfn4+MjAx07twZs2bNQu/evVFQUIAuXbrg5s2b2k6AnOJJpDtN992SVCoV5HI5/P398dZbb8HFxQVCoRAKhQJ79uxBdnY2YmNjoVQqUVxcDKFQiPv378PCwgL79+/H4cOHkZ+fD19fX2RlZWHWrFlQKpXYsWMHli5disOHD2PQoEHaddY0mMNERERERFQT6HVkmnanpqZlLr4q68GDB2W6g9rY2CAlJaXMfeVyean11Li+zotJpVIkJCRoO7N5eHhU+QWr5iI9JiYGAHDz5k1MnToVDg4OyM/PR3Z2Ns6ePYtbt26huLgYCQkJSEhIgEAg0HYDlMlkCAgIwHvvvYfs7GxYWVnhzJkz2LRpE9RqNQQCAUaOHIkpU6bA09MTrq6uVXpM9PKYr6UZIhefx97eHpMnT0ZISIg2V4uKiuDp6YnBgwdj5cqVKCgoQIMGDWBnZwe5XI6EhATk5eUBeDKiTalUwsPDAwMHDsQ///yD6dOnIyQkBNevX0dubi5at26Nli1b4ttvv8WdO3eQnp4OU1NTfPXVV9rXwtbWFhKJhIU0A2O+EhERERFVUTENgN7XpdJM9yupqKgIIpGozH2XLFmChQsX6vX5n1bTLngrIy4uDqtXr0ZsbKz2Ns0IEC8vryp73pIX6YmJiejVqxd++uknHDx4ULsAeUBAAL755husWbMG6enpcHBwQGpqKpRKpXY/CoUCBw8eRJMmTXDt2jVER0fD3NwcRUVFUKlUiIyMxKpVq9CzZ0/07NmzSo+JXl515KuxqIpc1Me5ysvLC8HBwdr9FBQUYPv27fj555/Rr18/NG3aFCYmJvD398e6desgFovh7OyM27dvIzMzE8XFxYiNjcXPP/+MDh064LvvvkN0dDSAJ38rFAoF7ty5g2+//RaDBg3Cpk2b0LFjRwQEBLBrZw3DfCUiIiIiAgRqTWvEF/jPf/6D//73vzrvuEePHjh+/HiFA3vaX3/9ha+//hpRUVHa26ysrHD48GF069at1H3L++bc3d0d2dnZelm42lDFp6oglUqxYMGCUsei4e3tjeDg4CovEkqlUty/fx8rVqzAtWvXEBkZCbVaDbVaDZFIhLZt28LLywuXLl3CJ598gunTp8PU1BRKpVJbdAMAoVAIT09PODg44Pbt2xAIBJDL5WjevDkePXqEn376CefPn8ecOXOMtvBZG1V1vhqLqsjFqjpXXb58GSNGjMCoUaOwd+9ehIeH48MPP8SdO3fQokUL+Pv7Qy6XQyaT4cKFC7h79y7u379fah1NgUAAgUAAAGjRogWsrKwQERGB3377DZ999hmWLVuGQYMGMVdrGOZrzWO15pdKPT5/0oSX3o/mMURERER1lc5rph04cABFRUU671gzxUdfunfvjvv372tj0Ezv7NChQ5n7isVi2NralvrRF6lUWubiFHjSyTQkJARSqVRvz1UdEhISyr14B54cU0JCQpXHYG9vj8LCQpw6dQoFBQWwtbWFSqWCUChEcXExrly5Aj8/P9jZ2UGtVuPbb7/FnDlzsG/fPvzyyy/w9fWFUCiESqVCbGwsrly5AplMBplMBmtra2RkZCA3NxexsbGwt7evlmMi3VVlvhoTfediVZ6rmjZtiilTpuDAgQO4c+cOrK2t4e3tjT59+iA8PByzZ8/GkiVLsHTpUqSlpWH8+PFYsmQJnJyc0LhxYwBP1kNUqVRQq9XaKdyaAt/06dMhFouRnJxc4RipajBfiYiIiIheYppnWloa2rdvDz8/P+3i8M+SkZGBq1evVjq4klxdXdG3b1+cOnUKvXr1wtGjR/Hpp5+WmfpZ1XS54DWmaUkvWu9GH+vh6DLNLC0tDTk5OcjPz4dEIoFKpUJ2djaEQiHUajUsLCwwcuRI/Pnnn1CpVOjTpw+ioqJw5swZREdHo0mTJtpiGgDtiDWpVAqpVAoTExOcP38eXbp04Ro/VCPpOxer8lxlb2+PgIAALF++HCqVCiqVCo0aNUJISAgiIiIAAGZmZrCwsMDt27cRGhqKRYsW4bXXXkOrVq2waNEiqFQqCAQCqNVq5OXlIS8vD7m5udi+fTuio6ORlZWFvn37Yt68eUY34peIiIiIiGq3l1oz7datW7h165ZO99VM39GntWvXYubMmbh48SKysrKwdOlSvT/Hi1RH8ak6vWhUQWVHHeg6zUwsFkOhUEAulyM6OhqNGzdGw4YNoVarIRQK0bx5c6SmpmLo0KFo3Lgx6tevj/T0dMTFxaFJkybIz8+Hvb096tevj9zcXABA586dcfr0acjlciiVSuzZswf79u1Dx44d8fHHH2Pw4MFwcHCo1PER6Yu+c7Gqz1UKhQI2Njaws7ODSCSCtbU1wsPDtUUypVIJuVwOc3NzREVFQalUYtq0acjIyMDy5ctRXFyM6OhobN68GUVFRVCr1SgoKMDff/8N4Mk54erVq1i9ejUWLFjA6Z5EVaSy00SJiIiI6iKdi2mWlpbYtWuXdqHp58nNzUVwcHClg3uas7MzfvvtN73v92VUdfGpuj3dUbMkb29vSCSSCu/7RdPMSq4BZWdnBz8/P5w/fx5qtRqPHj3STunt0aMHhEIhUlNT4enpCUdHR6xbtw6enp6IjY1Ffn4+bG1tYW1trZ0ymp+fj3bt2uHBgwcwNzeHq6srjh49CoVCgbNnz+Ls2bMQiUTo1asXhg0bxsIaGZy+c7Gqz1VmZmZIT09HXl4eWrZsifT0dFhbWyMnJweapTiLi4uhVCrh4OCA3Nxc/PXXXwgLC0ODBg1w//59eHp6YsGCBfjmm2/g4eGB1157DRs3bkRhYSHkcjlu3bqFmJgYFBYWYubMmfD09KxUzERERERERPqgczHtlVdeQZ8+fXTe8dixYysUUE1XlcUnQyjZUbPkMWlGj1VmNMjLTDMTCoUICgpCfn4+oqKitAtcv/nmm+jZsyemTJmChIQEjBkzBvfu3UNubi7atGkDgUAAU1NT7SgbOzs72NjYwM3NDYGBgWjevDmOHTuGf//9F++++y4++OADXLx4EaGhoYiIiMChQ4dw6NAhbWFt+PDhGDx4MEfBULXTdy5Wxbmq5JRtc3Nz9OnTB1euXIFIJEJGRgbq168PACgoKEBxcTHUajWsra3RpEkTPH78GAkJCVAqlYiOjoaDgwMyMzNx6dIl7N69G//++y/atWuHo0ePQiqVQiwWIz09HYWFhVi3bh3WrVuHHj16YMyYMXj77bf13jGaiIiIiIhIVzp38zRmmrW69NnN81kXvMa6tk/Ji2RbW1tIJJJKF5TCwsKwbNmyZ26fPn26thPrlStXEBMTg1u3bsHOzg45OTlo3LgxEhISsG/fPty7dw9NmjTBe++9h6+//hq2trYYNmwYrl69ipiYGO2Fu5eXF6Kjo/Hqq69i7ty5mDhxIhISEtCiRQusXLkSXbp00T7/nTt3EBoaqi2saYhEIvTp00c7Ys3Ozq5SrwO9HH3nq7HRZy7q81xVcsp2QUEBkpKSMHnyZBw/fhwJCQlo3rw57t69i+zsbNjZ2SE/Px/m5uYwNTVFq1atYGdnh82bNyMnJwcqlQomJiYQi8XIz8/HqlWr0KhRIxw7dgzHjh1DUlIS2rZtCxsbG6SmpsLMzAyXLl3SjniztbXFe++9h7Fjx6Jdu3ZVsqwA6aau52tNYIhpmuzmSURERHUdi2kVVBXFp9omPDwc8+bNe+b2RYsWaUem3bp1C8HBwZgwYQLkcjlu3ryJli1bYuHChcjLy4OjoyNatmyJzp0747vvvoNAIICTkxP69OmD/fv3IzIyEgqFAs2aNUP79u3x5ptv4siRI+jVqxdiYmIQHx+PgQMHYtCgQeXGoims7dixA5GRkdrbzczM0Lt3bwwfPhyDBg1iYa0a8OJcv/RxrpJKpViwYAFiY2OhUCgQHR2NvLw8FBUV4eOPP0bPnj1x7tw5BAYGYt26dTh58iQ8PDyQmpqKV155BZMmTcK3336Lx48fQ61WQyAQID8/H5mZmRCLxZg+fTratWuHa9euISkpCX/++Sd8fX1Rv359eHt7Izg4GNnZ2di0aRM2bNhQqrOpn58fxowZgw8++AD16tXT74tHL8R8NTwW04iIiIiqH4tpVGWkUikWLlz4zGlmJddMO3PmDPLy8vD9999j0KBBePz4McRiMebOnQsLCwssXLgQf/75JwYNGoRFixZBrVajfv36cHFxQatWrdC6dWtkZ2ejVatWuHnzJkxMTPD3339j7Nix+Omnn5CZmYmdO3fi9ddff2Hct2/fxo4dOxAaGorbt29rbzczM9OOWGNhreowX2uekoXxnJwcREVFAQCUSiUUCgV27tyJ6dOnIzo6GsOGDUPXrl3x6NEjyGQy+Pr6wsTEBFOmTEFaWhqAJw1qbGxs0KBBAzx69AgzZsyAWq3G6tWr0bBhQwwaNAgnTpxAmzZtyoyiU6lUOHnyJDZu3IidO3dCJpMBAExNTTFw4EAEBQWhb9++MDV9qf46VEHMV8NjMY2IiIio+gkNHQDVXpo1oLy9vUvdXt4aUHZ2dli+fDlSUlJgbW2N48ePQyaTQa1W480338SuXbsQHh6OqKgoBAQEQCAQIC8vD0lJSTh16hTWrVuHw4cPY9++fVixYgVatmyJYcOGoUGDBpg0aRImTpyIgoICxMXFvTDuFi1aYMGCBYiMjERERATmz5+P5s2bo6ioCPv378dHH32EevXqYfDgwdiyZYvRdXAlelkl3+MKhQIAoFaroVarIZfLERMTgzFjxqB58+bYtWsXHjx4gLlz52LVqlUQCAS4c+cOmjZtCktLS1hZWUEsFiM3Nxepqano1KkT7t69C4FAADMzM8hkMty6dQvLly9HcHBwmemoQqEQPXr0wObNm/Hw4UP88ssvaN++PYqLi7Fnzx4MHDgQ7u7u+Oqrr7RFPyIiIiIiIn3iV/dUpby8vBAcHPzCaWYymQxxcXHIz89HTk4O0tPTkZiYiICAADRr1gwHDx4EAOzduxdz5sxBr169YGlpCblcDkdHRygUChQXF2PFihWYMWMGtm3bhr///hstW7aEWCyGn58fJBIJTp48iTlz5ug8zU0z1XThwoWIjIxEaGgotm/fjqioKOzbtw/79u2DWCxG3759MWzYMAwcOJCjM6jWKfmeFolEUCqVKCgogJmZGYAnxXChUIjx48fDwcEB5ubmaNWqFeRyOezs7PDTTz9h4sSJyMvLQ3h4OExNTWFpaQlPT0+MGzcOK1euhIODAx4+fAhnZ2ftNM4X5am9vT3Gjx+P8ePHIyIiAhs3bsSmTZuQmpqK77//Ht9//z26dOmCoKAgDBs2DDY2NlX1EhERERERUR1S6WmehYWFSEpKQrNmzZCVlQUbGxuIRCJ9xacXnIZS8x07dgzz589Hbm4u3nvvPSxZsgTOzs749NNPoVQq8fXXX6OoqAgmJiaYP38+zp07h+joaKjVam2BLjAwEAkJCQgPD4dMJsOjR49gbm4OV1dXxMXFwdfXF926dcPgwYPRvn37CseqVqsRGRmpnQpacvQLC2uVx3ytXiXXVLOzs4OHh0eZIlbJKdsymQw3b96EVCqFnZ0dZs2ahf/97384duwYfHx8YG1tjaZNm6JDhw64d+8ePD09MXPmTJiYmGD48OHw9PREUVERLC0t8eDBA/j6+qK4uBjbtm2DqakpVCoVbGxsEBwcrG1Q8jKKiopw8OBBrF+/HocPH4ZKpQIAWFlZYdiwYQgKCsKrr77KpgV6wnw1PE7zJCIiIqp+FR6ZVlxcjNmzZ2P16tVwc3PTLkz97rvvol+/fvjPf/6jzzipFtJcxKempqKoqAiZmZl4/Pixdh2mjIwM/PDDD1i5ciV8fX2hVqvRs2dPHDx4EJcuXYJSqYSJiQn8/f1x6NAhxMXF4fPPP8fOnTvh4uICFxcX7b6ys7Nx8eJF9OnTB9euXYOTk1OFO68KBAL4+fnBz88PCxcuREREhLawdvfuXezduxd79+7VFtaGDx+OgQMHclQM1TglO3RqlNftUzNlOyQkBNeuXUODBg2gVqsxdepUXLlyBfHx8fD19YW9vT2ysrJw4sQJpKWlYdSoUYiJiYGlpSVUKhV2794NExMTAE+K0r6+vujQoQMWLVoEExMT5Ofna6eDVrQwY2ZmhiFDhmDIkCFISUnB5s2bsWHDBkRHR+P333/H77//jqZNm2LMmDH46KOP4ObmVrkXkYiIiIiI6pwKr5k2Y8YM/Pjjj2jVqhXEYjEAoH79+vj1118xadIk/PTTT3oLkmqfuLg4LFiwADNnzsSnn36K/fv3o2HDhmjQoAESExPh5+cHAJgwYQKuXLkC4Mki6FZWVrh69Sqsra1hZ2cHZ2dnZGdnQygU4t69e7C0tISPjw/kcjmioqKQmpqqfX8CT0atqFQqhISEQCqVVvo4BAIBWrVqhUWLFuHOnTu4ceMG5s6dq41h7969GDlyJFxcXPD2229j69atyM3NrfTzElWWVCotU0gDgJiYmHLzQzNle968eQgKCtIWpQ4cOICUlBQkJibizp07sLKyQkZGBjIyMmBubo6srCw0bdoUBQUFkMlkKCgogFwuh6mpKTw8PBAZGQkzMzPY2NigoKAAhYWFcHNzg0QiqfQxurq6atdOO3PmDIKCgmBlZYV79+5h9uzZaNy4MQYMGIBdu3ahqKio0s9HRERERER1Q4VHpm3duhVHjhxBjx49SnVIdHFxgaurK5YtW4aJEyfqJUiqXUpexBcWFiI/Px9HjhzB+PHj8c8//+DixYsYMWIEpFIpDhw4gPj4eEyaNAkWFhaQSCT46quvUFxcDGtra2RnZ+PcuXOws7NDYWEhioqKcO3aNe3UroKCAigUCojFYqjVari5ucHa2hqJiYlISEhAYGCg3o5LIBDA398f/v7++Prrr3Hr1i3s2LEDO3bswL1797Bnzx7s2bMH5ubm6NevH4YPH44333wT1tbWeouBSFcJCQllCmkaMTEx5eaHvb09nJ2dkZeXhxUrVqBr164QCoUoLCyEWCxGVlYWTExM0LhxY9y9excmJibYv38/goKCIBKJ4OHhgWbNmkGhUKBevXp49dVXcfPmTeTn5+PQoUNwd3eHRCJB9+7d9XqsAoEAXbp0QZcuXbBq1SqEhoZiw4YNOHPmDA4dOoRDhw7ByckJH374IYKCgtCqVSu9Pj8REREREdUuFR6Z1qxZM/To0QMASq09U1hYiAcPHiAtLa3y0VGtVPIiXtMZUC6XY+3atfD29saCBQtgbW2N7t27QygUwsXFBXv37sWECRNw5MgRrFixAqtWrcJ3332HsLAwDBo0CCqVChYWFigoKNBeCItEIlhbWyMnJwd5eXkIDAyEjY0NNm3ahH79+lXpCDFNYW3x4sW4e/cuwsPDMXv2bHh7e0Mmk2HPnj1477334OLignfeeQfbtm1DXl5elcVD9LQXdaF91naJRAJ3d3dERERAJBKhsLAQVlZWMDU1hZubGxwcHGBnZ4cmTZrAysoKDRo0wNq1azF+/HjI5XJs3boVu3btQkhICH744Qekp6cjOzsb//3vf/Hpp59i0qRJ2LFjh7YJgb5ZW1tjzJgxOH36NO7evYtZs2bB1dUVmZmZWLlyJfz9/dG+fXv88ssvehm9SkREREREtU+Fi2mOjo5IT08vc3twcDCKi4vRunXrSgVGtVfJi/SSzSrkcjn27duHxMRE/PPPP0hLS8P9+/eRkpICX19f/PDDDzh79ixMTU0hk8lQXFyM8+fPY8uWLfDx8YGNjQ08PT21C4xr1mmysrLCW2+9hU8++QTz58/H9evXsW3bNp07elaWQCBAQEAAvvnmG0RHR+P69eulCmu7d+/WFtaGDh2KHTt2ID8/v1pio7rrRWuSPWu7vb096tWrBysrKyQkJKBVq1ZQqVRo2LAhcnNzER0djbt378LKygr5+fkYOXIkRo8ejVWrVmH//v2IiYlBamoqTExMcOXKFWzbtg0qlQqLFy+GUqnEw4cPoVAoXljs0wcfHx98++23SExMxIEDB/DOO+9AJBLhypUr+PTTT9GwYUOMHDkSx44d0452JSIiIiIiqnAxbdasWejRowd+/fVXPH78GFu3bsXQoUOxfPlyiEQiLFmyRJ9xUi1S8iLdwsICVlZWpbabm5sDAJycnCCXyyESieDr64ubN2/i8ePHaNiwYampkbdu3UKnTp0wYMAAbN68GTY2NvD390dwcDDmzJmDSZMmwcnJCbNnz9ZeoMfHx0Mmk1XD0ZYmEAgQGBioLaxdu3YNs2bN0hbWdu3ahXfffRcuLi4YNmwYC2tUZSQSCby9vcvd5u3t/dw1yxo0aAAfHx8kJCRg1KhReO211/Dw4UPtaM9WrVqhT58+iIiIwKJFi9C8eXPI5XI0bdoUTZs2hb29PR4+fAhra2sUFBTgjTfewJUrV9CwYUOkpqZCJBLBwcEB4eHhCAsLw40bN6p0lJipqSkGDBiAnTt3IiUlRbseqEwmw19//YWePXvCy8sLCxYsqLIRc0REREREZDwEarVaXdEHX7x4ETNnzsSZM2egVCohEAjQrl07LF26tNQ6aoaWk5MDOzs7ZGdnV7hDHOmPVCrFwoULERMTA+DJumbx8fHIz8+Hn58fevTogYyMDAwdOhTz589HREQEPvnkEyxZsgRmZmYQCoWoV68erK2tIZfLoVarMXHiRMycORNCoRDffPMNAODSpUvw9/dHaGgokpOTtc9vZWUFT09PBAcHo1u3bgZ5DZ6mVqsRHh6uXWMtLi5Ou83CwgIDBgzA8OHD0b9//zLFx9qG+Vp94uLiEBISos1FoPxunk8rmcMikQgffPABbt68CaVSCbFYjOTkZGzZsgWDBg1CTEwMhg4diuDgYIjFYiiVSsjlclhaWsLKygoPHz7EN998A7lcjiZNmqCgoAD29vY4c+YMEhMTXyoufVKr1bh27RrWr1+Pv/76C9nZ2dptb7zxBoKCgjBkyBBYWFhUSzw1FfPV8KzW/FLtz5k/aUK1PycRERFRTVKpYpqGTCZDVlYWbG1ta+Ri6vywX/M8fRGvUCjQqFEjjB07FpaWlvDw8EBiYiIuXbqEbdu24fXXX8eCBQtgbm6u7eT54MEDyOVyFBcXY/78+fjmm29gZWWF6dOnIyoqCp999hneeecdeHh4QCgUQqFQQCQSwcLCAiKRCIsWLdJrAwJ9UavVuH79OkJDQ8sU1iwtLUsV1iwtLQ0YadVgvlYvqVSKhIQE5OTkwNbWFhKJRKcp0CVzuHv37pg3bx4sLS3h7u4OmUwGpVIJc3NzBAUFwcLCAp9++ilsbW2Rl5cHS0tL1K9fH7GxsVCpVJg3bx727duHlStXQigUIjY2FlKpVNsN9OrVq1AoFPD29kZwcHC1TdHWKCwsxJ49e7Bx40b8+++/2tvt7Ozw/vvvIygoCG3bti21fmhdwXw1PBbTiIiIiKqfXoppGlevXkVYWBi6du2Kdu3a6Wu3lcYP+zXTiy7ipVIpvvnmG9jb26N58+bYtGkTUlJSoFKpcP36dVhYWCA/Px8BAQFo3rw5du7cCRMTE8yYMQOrV6/Grl27sGzZMuTk5MDJyanUcxvqovxlaQprmhFr8fHx2m21tbDGfDUemhzOyMhAcHAwsrOztQUyALCxsUGzZs3w9ddfY82aNUhOTkZeXh5yc3ORmpoKlUqFgIAANGvWDMeOHcOuXbuwadMmHDhwQPscfn5+GDFiBA4fPgyFQmHwInhCQgL++OMPbNy4sdTIuVatWiEoKAgjR46Ei4uLweKrbsxXw2MxjYiIiKj6VXjNNB8fHwQEBODbb78FABw4cAAdO3bE3Llz0aNHD+zevVtvQVLtZG9vj8DAQHTr1g2BgYFlClv29vaYMGECMjIysHr1arzzzjuwsLCASqWCvb091Go1AgICMGjQIBw4cACWlpbw9fXF3bt3kZ2djczMTEyaNAktWrQotV/NdLGaXkgDnqyx1qZNGyxduhSxsbG4cuUKZsyYAU9PTxQUFCA0NBTDhg2Di4sL3n33XezatQsFBQWGDpvqCE0Ot2vXDh06dICTkxO8vb3h7e0NHx8fuLi4QCKRYNeuXWjdujW8vb2RmpqKR48eaQtpgwcPxtmzZ9GsWTNERkbizp07pZ4jIiIC27ZtQ9u2bQG8uAtpVZNIJAgODkZcXBz+/fdfvP/++xCLxbh16xY+//xzuLm54Z133sHBgwdRXFxs0FiJiIiIiKhqVHhkmpmZGc6fP4+2bdtqp9/Y29vj1KlTkMvlGDp0KE6fPq3veCuE35wbN6lUihs3biAjIwNhYWFo1KgRGjVqhLy8PISFheHQoUMoLCxEQEAAevXqheXLl8Pe3h7r16+HVCqFp6cnrKysIJVKYWNjo/M0tppMrVbjypUrCA0NRWhoaKlF0a2srPDmm29i2LBh6Nevn9GNWGO+Gqe4uDj8+OOPOHjwIPLz8yEUCtGtWzeMHz8e/fv3h0AgwN9//42zZ8/CzMwMFhYWuH//Pi5dugSVSgWFQoGRI0diz549iI6OLtM9c8GCBTh06JDBR6aV5/Hjx9i2bRs2bNiAK1euaG9v2LAhRo0ahTFjxsDHx8eAEVYd5qvhcWQaERERUfWrcDGtQ4cOuHTpEgBg/fr1+M9//oNz586hY8eOAIAuXbrg7Nmz+ou0Evhh3/ilpKRg27ZtmDVrFgBALBZj4cKFUKlUyMzMhJmZGTIyMrBhwwY0atQI9evXR4cOHXDmzBnUq1ev2hcvr06awtqOHTsQGhpaauqZlZUVBg4ciOHDh6Nv375GsVg689V4SaVSREZGIiIiAnZ2drhz5w58fHywYsUKREREYP369VixYgVu3LgBExMTeHt749GjR8jLy0O/fv3g6OiIEydOwNHRUTulW2PmzJlISkqq8dOzb968iY0bN2Lz5s3IzMzU3v7qq69izJgxGD58eI1cW7SimK+Gx2IaERERUfWr8DRPMzMzFBUVQSqVYtGiRRg8eLC2kJaRkYGbN2/qLUiiR48ewdPTEzY2NgAAuVyOxYsXQyaT4eTJk1i4cCH++ecfODg4oH79+ujfvz+OHj0Kc3NzAEBMTAxCQkIglUoNeBRVQyAQoH379li2bBni4+Nx8eJFTJs2DR4eHsjPz8e2bdvw9ttvo169enj//fexZ88eFBYWGjpsqoXs7e3RpUsXDBw4EM7Ozjh06BAeP36Md955BwEBATh27BhGjx6NgIAAuLq6Ij09Hbm5ufD398eYMWPwzz//oKCgABkZGWXWHXNycjKK6dn+/v748ccfkZKSgp07d6J///4QCoU4c+YMxo4diwYNGiAoKAhnzpyBHpcsJSIiIiKialThkWlbtmzB119/jdzcXBQVFeHKlSvw9PTErVu3MG7cOFy6dAlKpVLf8VYIvzk3fmFhYTh37hwuXbqEe/fuQalUQigUwsnJCT4+PvDz84NYLIajoyOOHj2Ky5cvIy0tDS1atICVlZV2PzVxilhVUavVuHz5srYraFJSknabtbV1qRFrmqJjTcB8NW5xcXFYvXo1PDw8sHTpUgwaNAjR0dHw9vZG06ZN0axZM9y9exdeXl64efMmLCwskJKSggYNGuDkyZOIiIgAADRt2lQ7/bNly5ZYuHAhPDw8DHx0FfPgwQNs3rwZGzZswL1797S3+/j4YMyYMfjoo4/g6upqwAgrjvlqeByZRkRERFT9Kjwy7YMPPsD+/fsREhKCyMhIeHp6AgDu3buHadOmYceOHXoLksjW1haXLl1Cr169YG1tjdjYWNy7dw/Xrl2DQqFAQEAAzM3NoVarceHCBaSmpqJ+/fpITEyEQqHQ7sfQi5dXJ4FAgA4dOmDZsmVISEjAhQsX8MUXX8Dd3R15eXnYunUrhgwZAhcXF4wcORJ79+6FTCYzdNhkxKRSKVavXo3Y2FhtgfbIkSPo06cPbt++jR9++AGfffYZYmNjUVxcjH/++QcHDx7EzZs3ERYWhuHDh8PPzw9KpRI5OTmIjY2Fra0tunTpgjVr1iAuLs7AR1gxbm5umDlzJu7evYuwsDCMGTMGVlZWiI6OxqxZs+Du7o4333wTu3fvRlFRkaHDJSIiIiKiF6jwyLTniY2NhUAgqDHrU/Gbc+MnlUoxb948/PPPP+jatSskEgmKi4vh6+uLyMhIHDlyBMXFxRgxYgR+/PFHuLm54cGDB1AqlfD19dX+u9elkWnPolKpcOnSJezYsQM7d+5EcnKydpuNjQ0GDRqE4cOHo3fv3gYZscZ8NV7h4eGYN28eAKBjx444fvw4IiIiIBaL0adPH7Rq1QpKpRIuLi5o3LgxRo8ejfz8fO3jHRwcMHz4cFhZWcHNzQ25ubnIysrC1atXtY1uavqaabrKzc3Fzp07sWHDBpw5c0Z7u7OzMz788EMEBQXBz8/PgBHqhvlqeByZRkRERFT9KlVMU6vVSE9PR1FRUam1XwoKChASEoKffvpJL0FWFj/s1w5XrlzB/v37tev1SSQSxMfH4+DBg7h9+za8vb3RsWNHhIeHIz4+Hs7Oznj8+DGaNGkCJyenWnUhri8qlQoXL15EaGhouYW1wYMHY9iwYdVaWGO+Gq+wsDAsW7YMACASidCvXz9s27ZNO3WzSZMmeOWVVzBx4kScPHkSycnJ2nwWi8WIj4/HyZMn0apVK7Rt2xYXLlwo8xy1sSAeHR2NDRs24I8//kBqaqr29vbt2yMoKAgjRoyosect5qvhsZhGREREVP0qXEw7fPgwRo4ciezs7HK3Ozg4ICMjo1LBlfTzzz9j8eLFUKlUmDx5MubMmaPzY/lhv3Y4f/48vv/+e8TExEClUsHCwgJmZmYYMGAAvvvuO7i7uyM3Nxfjx4/Hnj17IJPJkJ6eDl9fX7Rp06bWdvPUl5KFtR07duDBgwfabba2thg0aBCGDRuGPn36QCwWV1kczFfjVXJkGvCkoNa2bVs4OjpCJpOhTZs2CAgIQGJiIi5fvox//vkHx44dQ25uLoAni/ePHj0a3t7e+PXXX0tN0daYPn06unXrVm3HVJ2Ki4tx5MgRbNiwAfv27UNxcTEAwNzcHO+88w6CgoLQvXt3CIUVXqFB75ivhsdiGhEREVH1q3AxrXXr1jA1NcVrr72G69evo3Xr1tpOi+fPn8fQoUPx8ccf6yXIixcvYsuWLRg7dixOnz6NqVOnYvv27Rg6dKhOj+eHfeMnlUoxbdo07N+/X3ubs7MzYmJi4O/vD19fX4SHhyM9PV07paxPnz7IzMxEmzZt0LRp0xo7sqMmUqlUuHDhgnYq6NOFtcGDB2P48OHo1auX3gtrzFfjJZVKsXDhQsTExJTZVnJk6OXLlzFz5kzcvn0bdnZ2EIlEUKlUEAqF8PLywqhRo7Bx48Zyn6M2jkwrz6NHj7BlyxasX78ekZGR2tslEgnGjBmDUaNG1YiGDMxXw2MxjYiIiKj6VfjrbblcjosXL2L58uVYunQpJBIJgoODERwcjG3btuHRo0d6CzI/Px8hISEIDAzE5MmTMXToUJw4cUJv+6eaLyEhAffv34e1tTXs7e3h4uICMzMzeHp6Ii0tDa1atYJAIADw5L25b98+FBQUoFevXmjfvj0LaS9JKBSic+fOWLlyJZKSknDmzBl89tlncHNzQ05ODjZv3oyBAweifv36GDVqFA4cOAC5XG7osMnA7O3tMXnyZHh7e5e63dvbG5MnT9bmYUFBASIiIqBSqfD48WPIZDIIBAIolUrExcXBysoKIpGozP69vb0hkUiq4UgMz8XFBZ9//jlu3bqFS5cuYfz48bC1tUVCQgKCg4Ph6emJXr16YevWrSgsLDR0uEREREREdYppRR/o4uKiLV60b98ewcHBGDVqFGxsbGBvb49z587pLcgePXqU+t3V1RUNGjR45v3lcnmpC/u61MGxtsrJyYFIJIKrqyvu3LmDrKwsiMViFBcXw8rKCg0bNoSHhwccHBygUCjQokUL9OzZE66uroYO3egJhUJ06dIFXbp0wQ8//IDz588jNDQUoaGhSElJwaZNm7Bp0ybY2dmVGrFmZmam0/6Zr7WLl5cXgoODkZCQgJycHNja2kIikZQqaGvyNi8vD87OzkhJSdH+u4tEIsTGxmL48OHYsWOHdqrn0wW5ukIgEKB9+/Zo3749VqxYgT179mDjxo04duwY/v33X/z777+wt7fH+++/j6CgILRp00b7t7kqMF+JiIiIiCoxMq1169bw9fXF0KFDkZqaio8++gjdunXDL7/8grFjx5bqTqZvkZGRGDVq1DO3L1myBHZ2dtofd3f3KouFqoetrS1kMhmio6Mhk8lgbW0NU1NTWFtbQyaTITMzE+3bt4etrS1eeeUVzJ49m4W0KqAprK1cuRLJyck4ffo0Jk+ejIYNGyI7OxubNm3Cm2++iXr16mH06NE4dOjQC/fJfK197O3tERgYiG7duiEwMLBMAczJyQkeHh5wdHQsVUgzNTWFWCxGbm4uwsLCsHDhQkyfPh2LFi1CcHBwnV/z0NLSEiNHjsS///6LuLg4BAcHo3HjxpBKpfj555/Rrl07BAYGYtWqVXpds7Qk5isRERERUSXWTCssLMTnn3+Oa9euYfPmzWjWrBnGjBmDP/74AwCwYMECzJ8/X+f9zZ07V9vx7WkDBw7E2LFjAQAnTpxAeHg4Pv/882fuq7xvzt3d3bmmi5GQSqXaUS12dnbadYGmTp2KrVu3lrqvQCBAmzZt0LFjR/Tu3RsNGjQoMwqGqp5KpcLZs2e1XUEfPnyo3faiUwzztfZ7OqddXFwQHByMa9eu4d69e1Cr1RAIBFCpVGjRogUCAgIQHR2NVatW1Yn10SpDpVLh+PHjWL9+Pfbs2aPNJZFIhEGDBiEoKAi9e/eGqWmFB6KXwnytebhmGhEREVH1q3Ax7VkiIiJgaWlZJSMIcnNz8c0332Dp0qUv9TgukGw84uLisHr1asTGxmpv8/b2xpQpU5CYmIjp06fj5s2b2m3+/v4YMmQI1q5di9WrV+Ott94yQNRUklKpxLlz57TNC0oW1nTBfK1dystpX19fvPPOO1i+fHmppiIl87lRo0ZYunRpre3cWRUeP36MrVu3YsOGDbh69ar2dldXV4waNQpjxoxB06ZN9fqczFfDYzGNiIiIqPrptZiWk5MDS0tLvX0DXlJxcTEWLVqEr776CpaWli8dFz/s13xSqRQLFiwoddGt4e3tjbfffhubNm2CRCJBUVERzMzMkJCQgCNHjkAul2PHjh147bXXDBA5PYtSqYSJiclLPYb5Wns8L6fd3Nzwzjvv4NKlS+Xms6+vL0emVcLNmzexYcMGbNmyBZmZmdrbu3btiqCgIAwdOhTW1taVfh7mq+GxmEZERERU/XReM+3TTz9FYGAgfHx8MH369HJHm5iZmeHHH39EcnKyXoNUqVSYMWMGBgwYgPT0dMTGxmL58uXIzc3V6/OQYSUkJJR70Q0AiYmJsLe3R+vWrVFUVASxWFzqwrt9+/Z6H3FBlfeyhTSqXcrLaZFIhI4dO6JVq1baQkxKSgp+/fVX7Nu3D3K5HFZWVvD3968znTurgr+/P1auXIkHDx4gNDQU/fr1g1AoxOnTpzFmzBg0bNgQH3/8Mc6dO/fCqdhERERERFSaziPT7ty5g969e+PIkSNo0aLFM++nVqsxd+5czJkz56VHkD3L2LFjsWHDhlK39e3bF4cPH9bp8fzm3DiEhYVh2bJl5W7r27cvzp8/j4SEBMTFxSErKwutWrXCkCFDcPnyZSxYsAABAQHVHDFVBeZr7fF0TotEIvTr1w/btm1DREQEPD09oVAoYGtri169emHt2rUwNTVF7969MXXqVMjlcmRnZ2vXTuRaiJXz4MED/PHHH9i4cSNiYmK0tzdr1gxBQUH48MMP0bBhw5faJ/PV8DgyjYiIiKj66VxM+/bbb9GqVSsMHDjwhfdNTExEaGgopk2bVukA9YEf9o1DeHg45s2bV+q2goIC+Pr64tKlS5DJZMjIyICLiwusrKxQXFyMli1bYuHChdomBWT8mK+1x9M53bFjRxw/flzbbMbX1xcWFhYoLCyEp6cngoKCYGFhAQcHB6xduxZ3797VPtbb2xuTJ0+u8x099UGtVuPMmTPYsGEDduzYgYKCAgBPRpIWFxe/1L6Yr4bHYhoRERFR9dN5mufJkyd1KqQBgIeHB8LDwysaE9VwUqkU4eHhCAsLw40bNyCVSvWyX4lEAm9vb+3vCoUC8fHxcHV1RXx8PBQKBVQqFdLS0pCWlgYnJydkZmbi8ePHenl+opqmqnKtujyd046OjtpCmpWVFSwsLCASiWBra4vMzEzY2tqiadOmWLNmTalCGgDExMQgJCTE6F6DmkggEKBr167YuHEjUlNT8dtvv6Fz585QKpWGDo2IiIiIyCjo3CngZT9kl1zwmGqPZ3Xb1MeIEXt7e0yePBkhISGIiYlBYWEh8vPzIRaL4ebmhvT0dO198/PzUVhYCJFIhJycnEo9L1FNVJW5Vl2ezmmZTAbgSSHN09MTIpGo1P1zcnKeu3ZiTEwMEhIS2JRAj2xsbDB27FiMHTsWUVFRhg6HiIiIiMgo6FxM01wE6epZF0NkvKRSaZmLe+D/RowEBwdXek0jLy8vBAcHIyEhAQkJCXj48CEcHByQnp4OlUpV6r4KhQIAOLWIap3qyLXqUjKnMzIytFM7ny6kAU9y+UXFcRbPq46vr6+hQyAiIiIiMgo6T/O0tLTElStXdLrvyZMnIRaLKxwU1Uy6jBjRB3t7ewQGBkIikeDQoUOIjY0tt+mFSCSCt7c3O/5RrVNduVZdNDndrl07tGnTptxCmiaXX1QcZ/GciIiIiIgMTedi2ujRozFq1ChkZWU9936PHz/GhAkTMGjQoEoHRzVLdY8Y0ay3dPXqVYwYMQJ+fn7abVZWVvD398fkyZNhb29v9GtLEZVUW0dnaaZ9llxHDfi/6avAkxGnb775Jvr374+OHTuWKryxeE5ERERERDWBztM8R4wYgV9//RW+vr6YOXMmBg8ejCZNmmi3P378GH///TeCg4Mhk8nw5ZdfVknAZDjVPWKk5HpLhw8fRo8ePTB06FAIhUL4+fmhZcuWsLe3rxVrSxGVVJtHZ5Wc9pmTkwNbW1tIJBI8fvwYCxYsQGxsLAoKChAfHw9PT0+MGDEChw8fhoeHh7Z4TlSXGaJ7JxERERGVpnMxzcTEBKGhoXjzzTcxbdo0TJ8+HWZmZnByckJBQQGys7MBAHZ2djh06BAcHR2rLGgyDM1IsZiYmDLbqmrEyLMuvDUX1LVpbSkiDUPkWnXSTPvUkEqlWLVqlTaPLS0t4ePjg8LCQpw7dw4LFy6Eu7s7c5mIiIiIiGoEnad5AkD9+vVx7tw5LF26FBKJBHK5HCkpKZBKpTAzM8P777+PGzduoGPHjlUVLxnQi6ZoVdWFrubCu1u3bggMDCz1PLVtbSkiwHC5Zijl5bFIJIKtrS0yMjKgVCpr3TETEREREZHx0nlkmoZIJMKMGTMwY8YMpKSkIDk5Gebm5vD19WXTgTrgRSPFqlttXVuKqKblWlViHhMRERERkTF56WJaSa6urnB1ddVXLGQknp6iZUi1eW0popqUa1WJeUxERERERMbkpaZ5EtU0mrWlylMb1pYiqguYx0REREREZExYTCOjVtfWliKqjZjHRERERERkTCo1zZOoJqhLa0sR1VbMYyIiIiIiMhYsplGtUFfWliKqzZjHRERERERkDDjNk4iIiIiIiIiISEcsphEREREREREREemIxTQiIiIiIiIiIiIdcc00IiIiohrIas0vhg6hXOXFlT9pwjO3l9xGREREVBtwZBoREREREREREZGOWEwjIiIiIiIiIiLSEYtpREREREREREREOmIxjYiIiIiIiIiISEcsphEREREREREREenI6Lp5ZmVlwc/PD+fOnYNEIjF0OERERER1Xk3tPEpERERUFYxuZNo333yDhw8fGjoMIiIiIiIiIiKqg4yqmLZ9+3b06dPH0GEQEREREREREVEdZTTFtJSUFERFRaF3796GDoWIiIiIiIiIiOooo1kzbfny5fj22291uq9cLodcLtf+npOTU1VhEVElMV+JjAfzlYiIiIioBhXT5s6di4iIiHK39evXDx9++CHMzc112teSJUuwcOFCfYZHRFWE+UpkPJivRERERESAQK1Wqw0dxIv4+PggPT1d+3t2djZsbGywdu1avP/++2XuX9435+7u7sjOzoatrW21xExEumG+EhkP5mv1qi0dMvMnTTB0CERERER6VWNGpj3P8ePHUVxcrP3d09MThw4dQmBgYLn3F4vFEIvF1RQdEVUG85XIeDBfiYiIiIiMpJjWqFGjcm+ztrY2QDRERERERERERFRXGU03TyIiIiIiIiIiIkMzipFpTzOCZd6IiIiIiIiIiKgW4sg0IiIiIiIiIiIiHRnlyDQiIiKi2qy2dPLURXnHqukAWnIbu4ISERFRTcGRaURERERERERERDpiMY2IiIiIiIiIiEhHLKYRERERERERERHpiMU0IiIiIiIiIiIiHbGYRkREREREREREpCN28yQiIiKqAepKB8+6cpxERERUe3FkGhERERERERERkY5YTCMiIiIiIiIiItIRi2lEREREREREREQ6YjGNiIiIiIiIiIhIRyymERERERERERER6YjdPImIiIioRnlRx8+nt+dPmlCV4RARERGVwpFpREREREREREREOmIxjYiIiIiIiIiISEcsphEREREREREREemIxTQiIiIiIiIiIiIdsZhGRERERERERESkI3bzJCIiIqoG5XWorAtdKF/UmbO690NERERUWRyZRkREREREREREpCMW04iIiIiIiIiIiHTEYhoREREREREREZGOWEwjIiIiIiIiIiLSkdE1IDh48CBiY2Ph5eWF7t27w9ra2tAhERERERERERFRHWFUxbQFCxagfv36mDJliqFDISIiojqMHSqJiIiI6i6jmeb5559/IiEhARMm1P4W8kREREREREREVDMZRTGtqKgI06dPh7u7O4KCgvDWW28hOjr6mfeXy+XIyckp9UNENRPzlch4MF+JiIiIiIykmHbixAnI5XIEBQVhw4YNcHNzQ+/evSGXy8u9/5IlS2BnZ6f9cXd3r+aIiUhXzFci48F8JSIiIiICBGq1Wm3oIABg7ty5iIiIKHdb165dsXXrVly5cgUAkJycjMaNG+PIkSPo3bt3mfvL5fJShbacnBy4u7sjOzsbtra2VXMARFQhzFci48F8/T9c66xmyZ/EZUCIiIio+tSYBgSLFy9+5rbvv/8eSqVS+7u7uzvs7e2RmZlZ7v3FYjHEYrHeYyQi/WO+EhkP5isRERERUQ0qpj2Pv78/Fi1aBLVaDYFAAAAwNTVF8+bNDRwZERER1QUciVazaf59njVCrSL/fhztRkRERM9iFGum9erVCxKJBP/73/8AAPfu3YOvry8CAwMNGxgREREREREREdUpRjEyzcTEBHv37sWsWbMQHR2NuLg4bN261dBhERERERERERFRHWMUxTQA8PLywvbt2w0dBhERERERERER1WFGMc2TiIiIiIiIiIioJjCakWmVoVarAQA5OTkGjoSobrKxsdE2D3kR5iuRYdWmfP3r8gNsvpwC4P9iLUmtBtTa/1dDrQZUajXUAFTqJ7dp/guX6oubKk4y86D2/4UCQCgQwEQoABq8/L7afH0UACD4//vRZoUAEAAQlLjteSkjEAjQp7kzJnbzgMhEv99jv0y+EhERkf4I1OV9uqxl7t+/D3d3d0OHQVRnZWdnw9bWVqf7Ml+JDKvW5KvQFO5T/oRQbGXoSCpNVVwEqFSGDuPFBIBQZG7oKGqs+z+PgjI3U6/7fJl8JSIiIv2pE8U0lUqFlJQUvXx7l5OTA3d3dyQnJxvVhxfGXf2MNfaqiPtlco/5yrgNwVhjZ74anrHGDRhv7Iz7/3BkGhERkWHUiWmeQqEQjRo10us+bW1tjeoDnAbjrn7GGruh4ma+/h/GXf2MNXbmq+EZa9yA8cbOuImIiMhQ2ICAiIiIiIiIiIhIRyymERERERERERER6YjFtJckFosRHBwMsVhs6FBeCuOufsYau7HGXR5jPRbGXf2MNXZjjbs8xnosxho3YLyxM24iIiIytDrRgICIiIiIiIiIiEgfODKNiIiIiIiIiIhIRyymERERERERERER6YjFNCIiIiIiIiIiIh2xmEZERERERERERKSjOlFMU6vVyMnJAXstENV8zFci48F8JTIuzFkiIiL9qBPFtNzcXNjZ2SE3N9fQoRDRCzBfiYwH85XIuDBniYiI9KNOFNOIiIiIiIiIiIj0gcU0IiIiIiIiIiIiHbGYRkREREREREREpCNTQwdQEefOncP58+fRpEkTvPrqq3B2djZ0SEREREREREREVAcYXTFt/fr1iIuLwzfffGPoUIiIiIiIiIiIqI4xqmJaWFgYtm3bhqNHjxo6FCIiIiIiIiIiqoOMqpj2xRdfoFOnTpg0aRLi4uIwf/58dOrUqcz95HI55HK59vecnJzqDJOIXgLzlch4MF+JjAtzloiIqGoYTQOC6OhoXLt2DWPHjsVPP/2EHj16oE+fPkhPTy9z3yVLlsDOzk774+7uboCIiUgXzFci48F8JTIuzFkiIqKqIVCr1WpDB6GL3bt3Y9y4ccjIyAAAyGQyODs744cffsC4ceNK3be8b+Hc3d2RnZ0NW1vbao2biJ6P+UpkPJivRMaFOUtERFQ1jGaaZ3FxMYqLi7W/m5ubo2nTpsjMzCxzX7FYDLFYXJ3hEVEFMV+JjAfzlci4MGeJiIiqhtFM8/T390d2drZ2ZBoAmJqaonnz5gaMioiIiIiIiIiI6hKjKab5+vqib9++CA0NBQBIpVLIZDIMGDDAwJEREREREREREVFdYTTTPAFg8+bNmDJlCgoLC5GUlIRt27ZBJBIZOiwiIiIiIiIiIqojjKqY5uzsjL/++svQYRARERERERERUR1lNNM8iYiIiIiIiIiIDI3FNCIiIiIiIiIiIh2xmEZERERERERERKQjFtOIiIiIiIiIiIh0xGIaERERERERERGRjoyqmycRERERERGVZbXml3Jvz580oZojISKq/TgyjYiIiIiIiIiISEcsphEREREREREREemIxTQiIiIiIiIiIiIdsZhGRERERERERESkIxbTiIiIiIiIiIiIdMRunkRERERERDUMu3MSEdVcHJlGRERERERERESkIxbTiIiIiIiIiIiIdMRiGhERERERERERkY5YTCMiIiIiIiIiItIRi2lEREREREREREQ6YjGNiIiIiIiIiIhIRyymERERERERERER6YjFNCIiIiIiIiIiIh2xmEZERERERERERKQjFtOIiIiIiIiIiIh0xGIaERERERERERGRjoyymFZUVISAgACcPHnS0KEQEREREREREVEdYmroACri+++/R0JCgqHDIKIaTCqVIiEhATk5ObCzs4OHhwfs7e0NHRYREemA53AiIiKqyYyumHb27Fm4ubnBwcHB0KEQUQ0VFxeH1atXIzY2Vnubt7c3Jk+eDC8vLwNGRkREL8JzOBEREdV0RjXNMy8vD7t27cKYMWMMHQoR1VBSqbTMRRgAxMTEICQkBFKp1DCBERHRC/EcTkRERMbAqEamfffdd5g5c+YL7yeXyyGXy7W/5+TkVGVYRFQJ+s7XhISEMhdhGjExMUhISEBgYGClnoOoruLfV6pqPIfrF3OWiIioahjNyLTDhw/jlVdeQb169V543yVLlsDOzk774+7uXg0RElFF6DtfX3ShwAsJoorj31eqajyH6xdzloiIqGoYTTFtxYoV+OCDD2Bvbw97e3skJSXhzTffxNKlS8vcd9asWcjOztb+JCcnGyBiItKFvvPV1ta2UtuJ6Nn495WqGs/h+sWcJSIiqhpGM81zy5YtkMlk2t9fffVVLF++HH379i1zX7FYDLFYXJ3hvRC7UhGVT9/5KpFI4O3tjZiYmFK3i0Qi9O3bFwqFAmFhYcxDogqoiX9fqXZ51jkceNKEQCKR8DPVS2DOEhERVQ2jKaY1aNCg1O+mpqZo0KCBUXx4Ylcqoupjb2+PyZMnIyQkRHsxJhKJMHz4cJw8eRL79+/X3pd5SERUs5R3DgeenK+nTJmCrKwsfqYiIiIigzOaYpqxelFXquDgYKMoCBIZEy8vLwQHB2tHLjg4OODXX3/FgwcPSt2PeUhEVPM8fQ63tbWFRCIBACxYsICfqYjKYbXmF0OHQERUpxhtMS0hIcHQIeiEXamIDMPe3l6bW+Hh4UhMTCz3fsxDIqKap+Q5XCM8PJyfqYiIiKhGMNpimrGojV2puFYJGRtjzUPmGlHNxNw0DGM9lxMREVHtw2JaFattXam4/hsZI2PMQ+YaUc3E3DQcYzyXExERUe0kNHQAtZ2mK1V5NF2pjMWL1n+TSqWGCYzoBYwtD5lrRDUTc9OwjO1cTkRERLUXi2lVTNOV6ukPf5pvsY1pWogu678R1UTGlofMNaKaiblpWMZ2Lid6mtWaX8r9ISIi48NpntXgWV2pjO1DH9cqIWNmTHnIXCOqmZibhmdM53IiIiKqvVhMqybldaUyNlyrhIydseQhc42oZmJu1gzGci4nIiKi2ovTPElnXKuEqHow14hqJuYmEREREQF1vJgmlUoRHh6OsLAw3LhxgwsHvwDXKiFjZIx5zlwjqpmYm4ZjjOdyIiIiqr3q7DRPtravGK5VQsbEmPOcuUZUMzE3q58xn8uJiIiodqqTI9PY2r5yNGuVdOvWDYGBgbyAoBqpNuQ5c42oZmJuVp/acC4nIiKi2qdOFtPY2p6o9mOeExEZP57LiYiIqCaqk8U0trYnqv2Y50RExo/nciIiIqqJ6mQxja3tiWo/5jkRkfHjuZyIiIhqojpZTGNre6Laj3lORGT8eC4nIiKimqhOFtPY2p6o9mOeExEZP57LicqyWvNLmR8iIqpepoYOwFDY2t64SKVS7b+VnZ0dPDw8+G9FL8Q8rxmYv0T6V5fyiudyIiIiqmnqbDEN+L/W9lSzxcXFYfXq1aW6eWm+kfby8jJgZGQMmOeGxfwl0r+6mFc8lxMREVFNUieneZLxkEqlZS4YACAmJgYhISGQSqWGCYyIXoj5S6R/zCsiIiIiw6vTI9PqGmOcEpKQkFDmgkEjJiYGCQkJ/KaajIYx5mBlMH+J9I95VVpdO68SERFRzcBiWh1hrFNCcnJyKrWdqKYw1hysDOYvkf4xr/5PXTyvEhERUc3AaZ51gDFPCbG1ta3UdqKawJhzsDKYv0T6x7x6oq6eV4mIiKhmqNJi2qpVq6py96QjXaaE1FQSiQTe3t7lbvP29oZEIqnegIgqwJhzsDKYv0T6x7x6oq6eV4mIiKhmqHQxLS8vD1euXMHp06cRFham/dm+fTuCg4P1ESNVkjFPCbG3t8fkyZPLXDhopnFwXRQyBsacg5XB/CXSP+bVE3X1vEpEREQ1Q6XWTNuyZQsmTJiAgoKCMtvUajUEAkFldk96YuxTQry8vBAcHKxdYNjW1hYSiaTOXDCQ8TP2HKwM5i+R/jGv6vZ5lYiIiAyvUsW0L7/8Em+//TY6duwIS0vLUtsyMzMxf/78SgX3tN27d+PLL79ETk4OPvjgA6xYsQKmpuyh8CKaKSExMTFlthnLlBB7e/s61Z2MapfakIOVwfwl0r+6nld1/bxKREREhlWpSlRAQAD++OOPZ25PTk6uzO5LSUpKwt9//42dO3fizp07GD9+PNzd3TFt2jS9PUdtUrJVvL29PcaNG4d169aV+tBZ16aEEFVWybyys7ODh4eHTvmjmZYVEhLCHCSiOqGi50td8bxKtYnVml8MHQIREb2kShXTunfvDrlcDrFYXO72Vq1aVWb3pSQmJmLDhg0wNTVF27ZtcevWLZw4cYLFtHKU1yre19cXEydORF5eXp2dEkJUGeXlleaizcvL64WP57QsIqorKnu+1BXPq0RERGQoArVara7og2/duoXt27dj3LhxZbY9fPgQgwcPRmpqaqUCfJZVq1YhKioKv/xS9pscuVwOuVyu/T0nJwfu7u7Izs6u9WtoSKVSLFiwoNwOV97e3ggODuaHTKpRjCFfmVdETxhDvpJh8XxZszBnaxZDjUDLnzTBIM9LRFSbVaqb52uvvYYlS5bA09OzzE/nzp3x6NEjfcVZxuXLlzFhQvl/GJYsWQI7Ozvtj7u7e5XFUdOwVTwZG2PIV+YV0RPGkK9kWDxf1izMWSIioqpRqWmeffv2hYODA5ydnSEU/l9dTq1WIykpCZs2bap0gOW5d+8e6tevD39//3K3z5o1C1988YX2d823cHUBW8WTsTGGfGVeET1hDPlKhsXzZc3CnCUiIqoalSqmBQUFoWfPns/crlAoKrP7chUXF2PdunVYsmTJM+8jFoufuY5bbWeMreKrepFiqtmMIV+NMa8MjXldOxlDvtLL02e+8nxZszBnDYMNBYiIar9KFdNKFtLy8/ORk5ODBg0aQCAQAAA2b95cuejKsWzZMkyfPh1mZmZ633dtYGyt4p/VLOGTTz5BXl4eMjMzYWpqCktLS4jFYjRu3JgX5FTtjC2vqkN5F9/AkyleqampSE9PR3JyMq5evQqFQlEli48TUWkVKYrp0izgZfbL8yURERHVBZVqQAAAd+7cwWeffYYTJ05ApVLB2toa7777LhYvXox69erpK04AwOLFi9GhQwf4+PhApVLh5MmT6NatG7y9vZ/7OM2Hv7qy2GpcXNwzW8XXpAvZ8hYpFolE6NevH/bt24e8vDwkJiYiPz8ffn5+GDFiBKKjozFhwoQadRykXzU1X40lr6pDeRffbm5ueO211/DXX38hMjKyVN4ePnxYW1Dj4uO1S03N17qoIh00dWkWkJWV9dL75fmy5mLOVo+aNjKNDQiIiPSvUsW027dvo0uXLsjJyUHLli0hkUhga2uLmJgYpKSk4MKFC3B1ddVLoIsWLcL8+fNL3ebr64s7d+688LF18YNDyW+Ra2qr+PDwcMybN6/UbR07dsTx48fx4MEDFBQUlOpA1bp1a3z00UcoLi6Gm5sbnJ2dOXWsFqrJ+WoMeVXVyrv4VigUiI6OhqenJzp16oT//ve/2m2avM3OzoZMJkObNm0QEBBQ51632qom52tdUtEOmuHh4fj666/Rtm1bODo6QiaTwdzcHFlZWbh69SoWLlyI9evXV6gzJ8+XNRNztnqwmEZEVPtVaprnzJkz0apVK4SEhCAgIKDUtkOHDmHu3LnYsGFDpQLUmDdvXpnCCz2bvb09AgMDDR3Gc5W3CLGjoyMiIiJQr1495OXlQSQSAXiy5ke3bt3w999/49SpU/D19YWtrS2/6aZqZQx5VdXK69RXWFiI/Px8REREYNCgQdrbn85bAGjSpAleeeUV5i2RHunSQbO8c1dubi769euHbdu2ISIiQnu7ZlTpo0ePKrRfgOdLIiIiqt0qVUy7efMmIiMjYWVlVWZb//79sWrVqsrsnmo5BwcH9O/fv9Q34ZqRaCqVSrv2HgD06dMHe/bsQUFBAcRiMTp37ozGjRtDJpPh7NmzMDc319soSCJ6tvKK4JpmM2KxGA0bNsSUKVNQVFQEiUSCu3fv4v79+6hXrx5UKhWAJ8sDhISEcMonkZ5UtIOmvb19mUIa8KRr+v379+Hp6Ynu3bvDzMwMKSkpuHLlCkxMTLRfdLEzJxEREdVVlSqmNW3atNxCGvDk4upZ32Yayttvv43XX38dXbt2RYcOHWBubm7okGqtFy1WHBcXh19//RWHDh1Cfn4+gCffhE+aNAlCoRDW1tYYMmQIPD09UVRUhBYtWqCwsBAPHjzA2LFjsWfPHty+fRumpqZwcHDAsWPHMG7cOFhbW7NJAVElPS9/y5sWJBKJYGtri6+//hqPHz9GQUEBzMzMEB4ejoiICAwbNgzr16+HSqVCbm4uWrduDS8vL5w5cwbu7u6crk11nibncnNz4eDggMLCQhQWFurcRKBkXopEojLTNh0cHMp9nEwmQ3x8fKnbxGIxxo8fj/379+Po0aO4ceMGlEol/P39MWTIEGzatAlubm6wtLR87jRBdvQlIiKi2qxSxTQHBwdcvXoVbdu2LXV7amoqJk6cCHd390oFp2/Hjh3DsWPHAABmZmZo3749unbtiq5du6JLly6ws7MzcIQ1Q2U/AL9oEWSpVIrVq1cjMTERnp6eiI+P104RCw8PxxtvvIGuXbsiPj4eCoUCxcXFSEpKQuPGjdGvXz+EhITg+vXrEAqF8PT0RHp6Ovbt24fk5GT06NEDGRkZnEJWB9TFC7XqOOYX5W95nfpsbW3xySef4Ndff8WVK1dQVFQElUqFTp064Y033sDWrVvh5+eHgwcPYubMmTh8+DB+//13tGvXDr1794a7uzvq1auHhg0b1ol/R6KSNDmXlJSknXIZHx8PT09PWFpa6tREQKFQ4M033wTwpBnImjVrcP36dQCAlZUVbt++jc8//7zMPgoLC0v9HQaejATfv38/7t27B3d3d1haWiI3Nxc3b94EAHTt2hXHjh3DgAEDyu3MKZVKERkZiYiICKhUKu36ax4eHhX+21wXz/dERERUs1WqAcGdO3e0xSgfHx/k5+fj3r17OHnyJExMTHDs2DF06tRJn/FWiObDl6+vL5RKJaRSKR49elTqPgKBAAEBAdrj6dq1Kxo0aGCgiHVTFR8uK9IN7OmYXrQIckJCQqn17xQKBQoLC6FQKGBlZYVly5bh0qVL+O9//4vIyEgMHDgQLVu2hEgkQosWLRAXF6edHpaTk4Pc3FzY2dlBJBJhwYIFOHToELsGGjFdFkeu7PtUH6r74q46jlnXRcyf7tTXsWNH3Lx5E//73/8gl8uhVqshEokgFArh5eWFZs2aoXnz5khISICzszOsra2hUqkQGBiIGzduYOPGjTA1NYWPjw+aN2/OYrgR4WLmlVMy5zQNeDRTLq2srODj4wORSPTMv2klzwsFBQXIzs5G//790bJlS0RFRcHc3BwFBQW4desWPDw8yuxD0wio5N/hESNGYPHixVAqlXBzc4NAIMCDBw+Qm5sLAJg/fz6OHz+O7777Du3atSsTzw8//FBm1Lmmq295MbxIeec+X19ffPLJJ8jLy2OB7SUxZ6sHGxAQEdV+lRqZ1rx5c4SFhWHKlClYvnw5NHW5V155BStXrsQrr7yilyD1xcPDAyKRCE2aNMFHH32EGzduICwsDKdPn0ZsbCzCw8MRHh6OkJAQAE+msb766qvo2rUrunXrBi8vr1LreBlSVVxYa0aMPX0hHRMTo/P6Rrosgvz0GisikUi7/grwZNrJtm3b8ODBA8yePRt79+7Fnj17UFxcDDs7O/Tt2xeff/45du/ejfv378PU1FT77yKTyUo9Fxc/rn308T6trOou5lXXMeu6iLmXl5e2MJ6ZmQm1Wo29e/fCxMQE5ubmEAgEEAgEkMvliIyMxODBgwEAgwYNwqJFi3Djxg24u7vjp59+gpeXF8aPH4+1a9eisLCwWv8diQytZM5pGvBo5Ofno7CwECKRqNy/aSkpKfj2229x+/Zt7VTrIUOG4I8//sCaNWvg6OiI7Oxs+Pv7a4tZUVFRKCwsRGZmJuzs7ODm5gaJRIKEhATt32GlUgmBQABLS0sUFRUhOzsbzs7OaNiwIVQqFTw8PNCjRw8UFhaWOhbNeerWrVvaQhoAREREYNu2bejRowcuXLjwUn+byzv3iUQi+Pj4YOrUqSguLtbGzYZEREREVJ2Eld1BixYt8O+//yIlJQUXLlzAgwcPcP78+RpXSCspNjYWQqEQY8aMwcaNGxETE4MHDx5g+/btmDRpEgL+H3v3HR9VmT1+/DM1mfSEhJAG6ZAQCCUgCCigiIpSFJHVtfdVdNe2rl/sbe11de2ra0EsiIIUO10gpBBCGilAAumTNpnJtN8f+c3dhAQIJJAEzvv14gWZcueZYc7Nvec+zznJyahUKvLz8/nwww+5/vrriY2NJSwsjMsvv5w33niDjIwMpZj2yXa0E2uj0Xhc2+3KifTRxlVVVcX06dO58MILmTBhQrskGbReET3clVCdTseECROora0lPT2dmTNnsnz5ctLT03E6najVahoaGsjNzWX58uWcffbZaLVa3NzcaGlpwWq1tquDJ4WR+7cFCxbw6KOPsmLFCg4cOKDc3t3vaXedqPg7kpP1no+liLmfnx9eXl4cOHCAmpoaHA4HJpOJ+vp66urqsFqt2O12wsPDGTJkCOPGjePLL7+kvLwcnU6Hl5cXRqORjIwMli1bxnnnnac0MjgZ/49C9AVtY8p1MagtV0wc+tjCwkJ++uknVq5cSU1NDbW1tQwbNowvvviCtLQ0jEYjWq2WxsZG0tLS+Pzzz0lMTGTz5s188MEHZGVl8dtvv/Hbb79x5ZVXEhYWpmzb3d0dT09PIiMjqaurw+FwUFtbS0VFBVVVVTQ0NLBlyxa8vb3bjdW1n2o7ZpesrCwCAgI6vA9o3aemp6ezbt06MjIy2u1DO9v3jR07liVLlrBt27Z2Cb0TuQ8WQgghhDhUt2amtRUcHExwcHC72x577DEeeeSRnnqJHnXowVxoaCgLFixgwYIFQOvB3caNG1m/fj3r169n27ZtHDhwgKVLl7J06VIAfH19mTRpEmeddRZTpkwhJSUFvV5/wsfe1dkjx+p4u4FB64H9m2++ibu7OwaDAaPRSFBQENdffz3//e9/MZlMQGttpc5qLul0Oi644AKWL1/O4MGDaWxsJCIigo8++giNRoPT6cRutyv/zs/P5+qrr0aj0eBwOJg/fz6jRo1Cr9dz4YUXUlNTIzXw+rk1a9awZs0a5efQ0FBSUlIIDAykvLwcPz8/3NzcOjzvRCdRT1T8HUln76ltkfHi4mJUKlW3lzkdbclP2/t3797NfffdR1lZGZdccgllZWV4eHig1WoxmUyo1WqGDBlCeXk5Bw4cwGg08sMPPyhLP+12Ow6HA6fTSVpaGrNnz2bgwIFERERgNpuprq7GaDTK7DTR607kku62MdVZU6S2F6Rcj3Ul9CMjIxk4cCClpaWYzWY8PT1JS0vD4XCgVqux2+1YLBbsdjvbt29n1qxZhISEkJeXx7Jly5TtTpkyhcceewyVSkVzczP+/v5kZ2eTn5+PwWBoN8ssKSmJmpoaYmNjO9RLc+2nDr2I5uJKFrZ9z65jB39/f6VhQmBgIBMnTiQ2NrbTfV/bGXyHJu5kVroQQgghTpYuJ9O+//57DAYD5557rnLbxx9/fNjHl5eX89xzz/XZZNrRThr9/PyYNWsWs2bNAlqL9G7dulVJrm3cuJG6ujp++OEHfvjhB6D1QPiMM85Qaq5NnDixw5XbntCdpNeRHMuJdFtGo5E333yToUOH8vnnn7NlyxbsdjsAZ555JnfeeSf//e9/GTJkCJGRkfj5+bFo0aJ2NZfGjh3L8uXLaW5uRqvV4uHhgdVqVZJoarVaWTqm0+nQarXU19cTGBjI008/TW1tLfX19ZhMJoqLi6mqquKSSy45rs9B9A3PPvssu3btIjU1ld27d1NWVsZ3333X7jHu7u74+vri5+en/H2ia8CcqPg7kkPfkyv5vGTJErKyshg2bBg+Pj7dXubUWaLbpe3Js9Fo5MUXX2Tbtm1ERESwc+dOBg0aRGNjI1VVVTgcDvz9/SkvLycuLo7Kyko8PDyUempWqxV/f39iYmLQaDQ0NzcTERHBu+++S35+PiqVimHDhjFmzBhZtiV61Yle0t025mpqakhKSiI/P5+ZM2cSExODTqfDw8MDjUajxJ8roT9hwgSllpmbmxsWiwWbzW4EofYAAQAASURBVIZGo8Fut6PVth7i2Ww2ZXZ3QUEBO3bswGazKWP46aefGDhwIPfddx/jxo0D4G9/+xuvv/46VqtVaU7gqn2Wl5fHokWLOiQUXfspg8GAp6dnuyQctO6vD92PuI4dXPsyl3HjxvH88893elGs7Qy+zhJ3MitdCCGEECdDl5NpV199NQEBAe0OKJ9//nmys7M5XA+DvlJf7FCdXVE9GoPBwNlnn83ZZ58NtB6cpqenK8m19evXU1VVxe+//87vv/8OgEajYfTo0UpybfLkyQQFBXV7/Meb9Dqarp5IH6q4uBh/f3+WLFnCrl278PDwwGQyYbfb2bRpE0FBQZx//vmce+65ysF325pL9fX1OJ1O1q9fj4eHB9nZ2UydOhWDwaC8hkqlQq/XExgYiMlkwtvbm2HDhvHpp5/y5JNPsmHDBiURN3bsWK666ipeeukl7rrrLsLDw2V2Sz906623Kt/lxsZG0tPT2bZtG5s3b+ann36itrYWs9mM2WymvLxceV5OTg7jx49n7NixpKSkMHbsWPz9/XtsXCcq/o7k0Nh0LXPKysrC09NTiZXu1hvrLNEN/0seuLZZXFxMdnY20Lov/O6777jvvvtYsWIFJpOJqKgo1Go1ERERXHLJJXz00UcsWLAAm83G0KFDKS0tpbKyEpPJhM1mIygoCG9vb7KystBqtfj6+mIwGKR+muhVJ6NWYduYS01N5corr8RisfDxxx+zbNkyNBoNnp6enHfeecrvUFeyyGAwEBUVpZSd0Ol0WCwWPD090ev17ZJOXl5eDB06lL///e/tEmnQGsPbt29v15jp0LqIrotcer2eyy67rNP33XY/dWiH0KSkJDQaTYf9iOvYoW0iDWDbtm28+OKLPP744x2OS1wz+Nru+9rqbB8s3UCFEEII0dO6nEz78ccfOyxBuOmmm9i7dy/nn39+h6uDBw4c4Lbb+l7nmENPCo+XVqslJSWFlJQU/va3v+F0OsnNzVUaGqxfv56SkhK2b9/O9u3befnll4HWDlSuhgZTpkxhyJAhx/zax5v0Opqunkgfqr6+vt2yC41Gg5eXF3a7HafTSXFxMaNHj+5wFd/Pz09ZirFu3TrlO/Tzzz9zwQUXoFKpmDhxIpmZmUphcz8/P+rq6jj77LMZMGAAb7/9Nlu3blWaGGg0GrKzs/noo49ITk5m/fr1ylV0md3Sf3l5eTF58mQmT57M3/72NwoLC3nhhRdIT0/HaDRSV1eHyWTCaDSyd+9e9u7dy1dffaU8Pzo6WkmupaSkMGbMmOPeB5yo+DuSQ2PTFW+enp5ERUW12/92d5nToYlu19Lstp9XfX09Op1OWXptNpt57rnnmDNnDpdccgnx8fE4nU6++eYbnnvuOcxmMyUlJcyaNYv169fT1NSEh4cHXl5eNDc3ExcXxx9//MFFF13EunXr2r0nWbYlesvxLuk+1sRN25izWq28/fbbSndbnU6HwWCguLiYp59+mltuuQWn08mECRMoKirioosuwmazkZ+fT25uLsnJyRQXFzN48GDUajVarRa1Wk1KSgo1NTW0tLTg6emJ0+lEpVJhs9mUGaN1dXXtxtX2d3RXtN1PlZSUcO211+Ln54dGo2H48OHEx8cTGhqqPP7QY4dDZWdnU1FR0eG4pKamhnHjxinNGdrqbB/cF7o/CyGEEOLU0+Vk2qHtzwGuuuoqysrKGD58eKfPOXSKf29bvHgxSUlJJ+RqpGtZ0rBhw7j55psB2LdvX7uZa7t27SInJ4ecnBzeffddACIiIpSZa1OmTCEhIQG1+sh9IY436dUVXTmRPpSPj0+HwskqlUpZYmIwGDp0/epsG9D6nbHb7Sxbtozzzz+f+++/nw8//JB9+/Zx8OBBdu/ezejRo5k+fTotLS2kpaXR0NCgzILU6XS4u7uTnZ3N3LlzMZvNMrvlFBQdHc3TTz/d4XuqUqnYsWMHqampbNu2jdTUVPbs2UNhYSGFhYV8+eWXyjbi4uKUmWspKSmMHj26S7PKTmT8HUnb2CwuLmbYsGEYDIYTsszpaCfRPj4+6PV6NBoNFosFf39/amtrWbp0KXq9nm3btpGcnMyyZcvw9PSkubmZTz/9lI8//pj9+/eTlpYGQF1dHePHj+eyyy7j6aef5oEHHmD//v14eHj06PsR4ngcz5Lu403cuGJu27Zt5OfnY7fblUSaa6llWlqaUhJBo9FwzTXX8OijjzJr1iwWLFhAS0sLCxYs4J133uGXX34hOjqaPXv2MGnSJC688EJlBm/bYzOtVktwcLCSZOsu134qPz+ff/3rXxQVFWEwGFi9enWHz8F17KBWq/H19UWn0yn13qxWKzqdjvr6ekaNGtXuuMTX15dLLrmEd95556j74L7Q/VkIIYQQp6ZuNSD4+uuvufHGGzu9b+PGjZx33nnd2XyPGzly5Amvp9RWREQEV1xxBVdccQUAVVVV7Zoa7Nixg3379vHZZ5/x2WefATBgwAAmT56sJNdGjx7d6cny8SS9uupYr0ZHRkYyYMCATu9zLcM42uceGRlJSEgIy5cvx2w243Q6WbFiBa+//jq33norF198MUVFRej1evbs2cOrr77K3//+d1QqlVJoGVprqdhsNtzd3RkwYAADBw5k+vTpuLu7s2/fPjloPoUc7ns6bdo0pk2bpvxcW1tLampquwRbcXEx+fn55Ofn8/nnnwOtCeD4+PgOCTYvL68Or3Ei4+9I2r7nI8XUid7PRUZGMmTIECoqKjh48CAxMTHs2bMHk8nEvHnzyMnJwdfXlxdeeIE//vhDqYeYnp7O8OHDmTNnjrJ0e9euXbz33nvU1tZitVq7vGxLiBPtWJd0dzdxU1hYyI4dO8jJyVFuCw4Opq6uTrlgZTab0el0GI1GsrKyOPPMM/nqq6/49ttvSUxM5Pvvv2fChAlccskluLu7YzQaGThwIA8++CB33HEH8fHx5OXlKdv38PAgKCiImJgYBg0a1O69HDq7DqCkpISWlhZliXZgYGCnM+8+/fRTqqur231Gh34OkZGRBAYGKk0UGhoalMf6+fkREhKiPL+z/X1X9sG90TBGCCGEEKeHbiXTPvvss8Mm0yZNmsTtt9/Ov/71r+68xCklMDCQOXPmMGfOHKD16vCWLVtYv34969atY8uWLVRXV7N8+XKWL18OtCajJkyYoCTXJkyYoMzaONak14ni5+fHmWeeybhx49i2bZtyu2sJWkJCQpeWvk2ZMoX09HRyc3OVhgMxMTF4enry4IMPYrValWRZdHS0snwlMDBQOQi32WxYrVYiIiJoaWnhiSeeoLS0FIALL7yQhx56SJZ1nGb8/f0599xz2zVPqaqqYseOHcoy7NTUVPbu3Utubi65ubl8+umnQGuCLSEhod0S0VGjRuHh4dGr8dcbS03b8vPz4/rrr6ekpASLxUJLSwsjRozg+uuv5+uvv2bFihVoNBpCQkIICAjg7rvv5rnnnkOlUvHjjz+yc+dOTCYTBoOBlpYWAKXOU1eWbQlxMhxrnHUnceNKxA0dOrTd7U6nk8rKSry8vFCpVEq5DYfDwbfffsurr76Kp6cne/fupaSkhPr6evR6PTExMfzyyy/Mnj2bjRs38re//Y2QkBBuueUWpkyZwoEDBwgJCaG5uRlfX1/GjRtHREQE0PnsurCwMKZNm0ZDQwOff/55u2XmI0eObDfjrKufg5+fHxMmTCAwMLBdAtHVQMHT05OBAwd2uh3o2jFQbzSMEUIIIcTp4ZiTaS+99BKNjY1A6wHTE0880WkDgrKyMr7++uvTIpl2vIVtPT09OeecczjnnHMAaGlpYceOHcrMtQ0bNlBbW8vPP//Mzz//DLQuYxw7dmy7pgY9WVz9eMXGxvL888/z4osvkp2drSxPSUhI6NLSt+LiYt5//30mTJjA/PnzsVqtJCcn89lnn/H888/j5eXFxRdfTHR0NC0tLcrV8ICAAFpaWjCbzTQ0NKDRaIiKimLQoEGUlJQoM9ag9QRBlnX0PyeicHRgYCDnnXdeu9mzlZWV7Wavbd++ndLSUrKzs8nOzua///0vAGq1msTExHYJtuTk5E5nVJ0ovbXUtO3/BcB1111HY2MjJpOJpKQkPvnkEyUZbjKZ2LdvH3V1dQQGBvLNN9+g1+spKSlh9erVGI1GtFotFosFb29vZs2ahd1ux2w2KwmDE/1+hDiSY42z7iRuXAmooKAgkpKSlDpiDocDu92O3W5n1KhR1NTUAK3LM8vLy8nKyuKuu+6ivr6euro6wsLCaGhoICcnh8mTJ+Pt7U1dXR2vvfYabm5ulJWVcf755zN9+nRefvllHA4HWq2WtLQ0brnlFvR6vXJxwcVqtbJ27VqCg4PJzMwkKysLtVqNXq+npqaGLVu20NDQwOOPP05oaCjV1dXU19crSzUPXY7e9nMwmUwsWLAAu91OZmYmKpUKjUbDiBEjmDNnDpWVle3qrB2r3mgYI4QQQojTwzEn02666Sb++c9/8s9//hNonWbfGZVKddj7TiU9WdhWr9czYcIEJkyYwH333YfD4SA7O7tdU4PS0lK2bNnCli1beP7554HWLlltmxqEhYX16HvsqoSEBF544YXjWvrm6ui5ZcsW9Hq90vUvLy8PlUrFHXfcwbJly/jkk09Qq9Vcd911rF27ltmzZ7Ns2TKam5sJCgrC4XBwxhlnMH78eD7++GPc3NxQq9UYDAalO6As6+g/TmbhaFfX2fPPP1+57eDBg8oS0e3bt7Nt2zYOHjxIVlYWWVlZfPTRR0DrTIqkpKR2S0RHjhyJm5tbj46xrZO91PTQ/wur1YpWq+WSSy4hJiaG2tpatm/fjre3tzKLxuFwUFlZya5du9i9ezc5OTmMGTOG9PR0qqurcXd3x2KxEB0dzcSJExk1ahSjRo1Cr9eftKWzQhzJscRZdxI3rgRTamoqCxcuVDpcumqoDh8+nIULF7Jq1SqgtRapp6cnsbGxPProo2zYsIH777+fZ599ln379hETE8Pw4cP56quvsNvtBAYGYrfbGTZsGIWFhajVal599VUKCwupqakhLy+Pxx9/nJSUFDZv3qy8ltVqpbm5GY1Gw8iRI1m9ejWhoaG4u7uzd+9eiouL8fT0pLCwkClTphAfH09jYyM1NTVYrVbq6uqUrqOuWfVtP4e6ujrWrFnDjBkzuPzyy5Vkek1NDatWreowU+9Y9fYsXiGEEEKcuo45mebt7c1TTz3F6NGjeeWVV5TlUG2pVCoCAgI6rTV0KjnRhW3VajVJSUkkJSXxl7/8RemM6UqsrVu3jry8POXE/q233gIgKiqqXVOD+Ph4pUD/iXa8S98MBgM2mw2NRkNhYSFNTU18//33XHnllZSWlrJ8+XLS09NRq9V4eXmRkJDAf//7X0pKSpg0aRLTp09XroJHR0fz8ssvU1xcTFhYGEFBQQQFBSlXxmVZR//QFwpHDxo0iFmzZjFr1izltrKyMmVpqGuZaEVFBRkZGWRkZPD+++8DrbNID02wjRgxAr1e32PjO1lLTTv7v9DpdJhMJtatW8fcuXMpLCykrKwMaP3cXLUPBw0aRHl5OUajkfj4eP7+978ze/ZsZbm7wWAgMzOTV155hYceeghfX1/mzp17wt+TEF3V1TjrTuLGlWCyWq2sWrWK6dOnM3/+fNzd3WlsbOTgwYMsXboUk8mETqfDZrMxadIkmpubCQ0N5dJLL+W7774jIyMDaF0eetlll/Hll19iMBjw9vamqqoKu91OVFQUP//8M3FxcbzyyisEBwfj6+vLvHnziIyMxMPDg6amJm666SaampqoqakhKiqKtLQ0UlNTCQ4OprGxkebmZqUzqN1up6SkhH//+99cccUVuLu7c+DAAcLCwqioqKCoqIj4+Hil7INrlmtLSwvV1dWsX7++0/qw3Z051luzeIUQQghx6jvummnz589n4MCBSlHa09HJLmyrUqmIiooiKiqKq6++GoDy8nI2bNigJNjS09MpKiqiqKiIjz/+GICBAwe2S64lJyej0WiOawzHs+TucM9x3X7w4EGam5u58MILee2116iqqkKj0bBixQpiYmIYPXo0K1euJD4+HrVajdPpxGazYTAYcDqdfPHFFzQ1NeF0OtFqtSxevBiTyURjY6PSJaxtd0BZ1tE/7N27t08Wjg4NDWX27NnMnj0baD1p3b9/f4cmB1VVVaSlpZGWlqZ079Xr9YwcOVJJro0dO5akpKROTyK7qyux2tV4Pty+TqfTsXv3bpKTk3F3dycgIACNRoPVaiU0NFSJ0draWjw9Pamrq8NqtbJs2TL0ej0mk4mhQ4dSVlbG0KFDMZlMSsLhRCzvFaKntf2e+vn5cfPNN3epy+Sh2ibirFYrW7ZsAVpj7JJLLmHDhg1kZWUpxfqHDRtGSkoKV111FQkJCdxzzz188cUXQOuFOIvFgp+fH+Hh4TgcDnx8fPDw8ECr1WI2m/H19WXgwIFYLBbKy8tpbm5m5cqV3Hnnnfzzn//EbDYTHR2Nt7c3TzzxBE8//TRTp04FwMvLi4MHD6JSqWhubsbDw4OWlhbUajU7duxg9uzZzJs3j2XLllFUVERgYCC1tbWEh4ezaNEijEYja9asweFw4O7uzoIFC9izZw9paWlYLJZ2ZSJ6YuZYbzWMEUIIIcSprVsNCM466yzKysqoq6sjISEBgNLSUnJzc5k+fXqPDLAv6wuFbYODg7n00ku59NJLldfcvHmzsjR069atVFRU8PXXX/P1118DrbMLzzzzTCW5Nn78eKVG0ZEcz5K7wz3nmmuu4ZNPPiErK4u8vDwaGho4//zzeeCBB5RkWENDA7/99hvDhg3Dw8MDi8WC1WpFpVIRFhbGXXfdhVarxel0kp+fzw8//IDJZCI3N5eRI0dy8OBBtFqt0pRAp9PJso5+pG1nt870lRmGKpWKiIgIIiIilBlVTqeTkpISZfaa62/XUsjt27fz9ttvA+Dm5kZycnK7GmyJiYlotce/e+5KrB5LPHf2WVutVurr63E4HFgsFoYNG0ZISAgbNmwA/tdQICYmhqSkJCoqKpgwYQIPP/wwLS0tuLm5UVBQQF5eHh4eHtjtdqKjo4mMjKSoqIhXX331pCzvFeJ4dRZDw4YN4/bbb6exsfGwiZtDE3CBgYFUVFQwc+ZMxowZw969e0lNTcVqtRIWFoZer2f06NHMmzeP/fv3Y7FYqKys5NNPP1W65BYXFxMcHExtbS1+fn48//zzuLu7c8kll6DT6SguLmbt2rX4+/uTn5+Pw+GgpaWF++67j+eee46QkBC2bt2qxLPNZsPhcJCZmcnevXspLy+nurqa8ePHU1tbC6DUctPpdAwbNoyamhrUajVms5kPP/yQmTNnMnfuXIYMGUJDQwMpKSkEBASwatUqli5dSlZWFhqNhoiICAwGA9OmTeO9996jpaWFcePGce211/ZYwquvNGwSQgghxKmjW8m0jRs3MnPmTAwGA5WVlUBrx6cDBw5w44038vrrr5/UotwnW18sbOvj48PMmTOZOXMmABaLhW3btikz1zZu3Eh9fT1r1qxhzZo1QOtsmfHjxyvJtTPPPBNfX9922z2eJXeHe87u3btZvHgxkydPJiUlhSlTpmCxWPDx8aGuro53332X7OxsNBoNNTU11NfXs2fPHvR6PbNnz2bGjBkcOHAALy8v9u7dy2+//cagQYNYtGgRzz77LGVlZVx//fUUFhbS3NzMvn378PX15bzzzpNlHf2It7f3Ee/vyzMMVSoVkZGRREZGKolup9NJUVFRhwRbXV0dW7duZevWrcrzDQYDo0aNardEdNiwYV2aUdqVWAWOKZ4P/axNJhOlpaVMnDiRxMREBg8eTGlpKTfeeCNms5msrCzlhHzWrFmkpKTg4eFBQUEBKpUKnU7Hrl27KCkp4bLLLuPBBx9k9OjRfPPNNzidTs4555x2BdCPNDYhesPh4iwnJ4d//etfh/2etk3A6XQ6LrjgApYvX67M8LJarYSHh3Pvvffi6emJVqtl48aNuLm5odfree+995SmHq4l406nE4vFgq+vL3V1dTz55JO89dZbFBcX09DQQENDA6NHj+amm27inXfeYdCgQQQFBZGWlkZeXh7XXHMNW7Zs4U9/+hPu7u58/vnn6HQ6mpqaUKvV+Pv709TUxLvvvssDDzxAeno69fX1eHl54XA4GDlyJBdffDGPPfYYQUFB6PV6LBYL3333HQAPPPAAv/zyCxMnTmTfvn289957SoMFHx8fioqKlJmtL774ItXV1dTU1PDJJ5/02oxUmRkrhBBCiKPpVjLt3nvvZfTo0VxxxRXtbnclSB5++GGlSP6pxmg0YrVaueiii3A4HNTU1ChXkqHvFLZ1c3Nj8uTJTJ48mX/84x9KxyxXcm39+vXKUtENGzbwzDPPoFarGTlypNLQYMqUKRw4cOCYl9wdbmlYc3MzRUVF/OUvf+GZZ57hjz/+UMYaExPDww8/zCuvvEJTUxNxcXFMnjyZhIQE5s2bx7p16/jrX/9KdXU1DoeDESNGMG/ePN566y0MBgN33303bm5u3HXXXdx0000kJiZSXV2Nh4cHGo2GgICAHv+MxYkxePDgU6pwtEqlIjo6mujoaC677DKg9SR4z549SnJt27Zt7Nixg4aGBjZv3szmzZuV53t4eDB69Oh2Cbb4+PgOCba2cefq/hsQEKAU9t63bx92u73T2LRarezYsYPt27cTFBSknEAeugSttLSUq6++mmXLlrF27VoCAwPJzMxk3LhxLFq0iIqKCsxmMyNGjOCjjz5i2LBhPPvss2zYsAG9Xo9eryc2NpY5c+awbNky7rzzTgYMGMCrr76KVqulqqqKsWPHKkvdXKSBiOgrjqfMw6EJuLFjxyqNBjw9PYmPj0en01FeXs6XX37J7bffzpNPPqk0Hbj11lupqqoiLCyMlpYWtFot/v7+1NbWsmfPHuLi4hgxYgTLly9n06ZNaLVaIiMjUalUpKenY7fbmTZtGiaTSZkBN2PGDGJiYrjooot4//33KSkp4ZNPPiEtLQ1vb2+ioqKIjY3lpptu4umnn+add97hnXfeYerUqRw8eBC9Xk9RURFvvfUW11xzDTk5ORQXF7d73+7u7so+e/v27UoizVWawWg0ArBy5UrOPvtsfvrpp3af88mO95PZ+EYIIYQQ/Ve3kmktLS3tTvbaSk5O5v/+7/9OyWRa2wMtk8lEUVERUVFRSverIUOG9NkZUBqNhtGjRzN69GjuvPNOnE4nBQUF7ZoaFBYWkp6eTnp6Oq+99hoA4eHhSmOJgIAAPDw82jU16GwZ2OGW4VmtVmbMmME777xDRkYGNpsNtVqN3W5n165dfPTRR8yaNYvly5cze/ZsVCoVr7zyCs888wwVFRXU1NTgcDgA2LVrFxqNhvPPP5+1a9dy7bXX8qc//YmEhAT8/f358MMPMRgMSk2q8ePHy4l4P3E6FI5WqVTExsYSGxvLwoULAXA4HBQUFCi117Zt20ZaWhpNTU1s3LiRjRs3Ks/38vJizJgx7WqwuU5MXbNeXCfrLhdeeCGXX355h7G49mVNTU3s3LmTX375pd0JpOv/YseOHUyZMoVly5axb98+wsLCMJlMAGzbto2XXnqJGTNmUFFRwVdffcXQoUP58ssv2bhxIyqVipaWFgCKior46aefSElJYeLEiezatYsbb7wRvV5PTU0NQUFBnX5mfWV5rzi9dbXMQ9sZTk6nk5ycHOX3UUBAgBKbTU1NNDc3K/ft3r2bTZs2UVRUpGxTr9fT0NBAaWkpQUFBOJ1O4uLi2LNnD6tWreLtt9+muLiYt99+G7VajdVqpaSkhPDwcIKDg2lqamL27NnYbDaKi4vJyMhg1apVXHHFFWzevJlx48bx1VdfsXv3btzd3WlubqasrAyz2cyBAwe49NJLUalUPPTQQzQ2NlJeXo7FYkGj0dDc3Ixer+eJJ57g5ptvVsaclJSERqNR9tlmsxloXSJqMpnw8/PDZrMBrftDi8VyTJ9zT+sLjW+EEEII0T90K5l2pGVWv/zyy1FrHvVHhx5oeXh4EB8fT3NzM5s2beKxxx4jIiKi3xxsqVQq4uLiiIuL4/rrrwdauxW2nbm2c+dO9u/fD8C+ffuA1llkAwYMUJJrnXVuPdz3Q6PRMHjwYDZu3IjD4UCr1WK327Farbi7u7Nnzx4uu+wyRo0aRUNDAy0tLdTW1pKXl4fBYMButyvbcjgcZGRkMHv2bL799lvsdjtPPPGE0gG0sLCQhIQE6eTZT52OhaPVajXx8fHEx8dz5ZVXAq0nnrm5ue2WiKalpdHY2Mi6detYt26d8nxPT0/c3d1JSEjg1Vdf5cCBA2g0GiX5XVhYSEVFhVJHEFoT3K5EGqDUUGx7Aun6v9i+fTtGo5EtW7YQHh5OVlaWUuPNZrORk5PDZZddhsFg4L///S9z5szhiy++aDeDzuFwoFar2bp1K3PmzCEnJ4fHHntMuX3cuHFMmzYNnU6nzPZ16cvLe8XpoytlHg6d4TR9+nTy8vKIiorCw8NDSSy5tP2uNzc3U11djcFgwNPTk6amJoqLixk5ciSZmZmEhITQ2NiIn58fcXFxzJ8/Hzc3N8LDw/H39yciIkLp3lleXo7ZbFZqoCUkJLBy5Urq6+tpamrCz8+PqqoqBgwYwMaNG9FoNNhsNqVZgWvJ58UXX4zD4eCnn36isrKSwYMHExgYiNFoRKPRUFJSQkVFBe7u7gQHBxMbG8vtt99ObGysss8ODg7Gw8OD8vJy7HY7arVaec8ajUZJArr2TSc73k92Yymn00lTUxN1dXXU1dVhNBqVfx/6p7P7Dp0FKIQQQoiTp9sNCO6++26eeuoppTZaU1MTb775Jg8//DDz58/vkUH2JZ0daOl0OnQ6nXLg2t9P9ENDQ7n88suV2Su1tbWsWbOGF154gcLCQoxGIxaLhbKyMsrKyoDWk4TJkycrS0PHjh3bbmlYW2q1Gg8PD0wmEzabDXd3d8xms1LIWKvVkpycjJubG++++y5Op5OEhARKS0uJiYlRkmkqlUo5EG9paaG5uRmDwcBjjz2mFIWvr69XZsKAnIj3R1I4uvUkMzExkcTERK666ioAbDYbubm5SkMDV4KtqamJpqYmpREAtMaKVqvFw8ODuro6MjIyCAsLo6KiAmg9cXcl0pKSkqipqVGe2/YE0lUsfefOnVRUVBAQEIDNZqO8vFyZdeIqQO5KjKlUKjQaDXa7HafTqWzXZrPh6elJQ0OD0qXXlfDLysriv//9b4elnv1xea84NR3u9xu0fk8HDhzIc8891+54wd3dnaamJoqKioiPj+/Q+KdtV1/XxSWdTkdUVBRFRUWsWbOGW2+9FWithzp48GDKysq466672LJlC4888gh33303mZmZGAwGQkJCKCwsRK/Xo9PpsNlsDBo0CL1ez8GDB6mvr1e6fh48eBCTyYTT6cTpdKJWq7HZbJjNZpxOJ2lpaeTm5qJWq3E4HCQnJ1NRUUF9fT3FxcVoNBqGDBmCRqPhnnvuITw8nISEBEJDQ9u9x7i4OKZPn87y5ctpaGjAZDLh4+ODyWRi/Pjx5ObmKjP0eiPej6WxlNPpxGw2Hzbp1Vnyq7Pb2l4gFEIIIUT/0a1k2uLFi5k7dy7BwcHEx8djtVqVpY9JSUm8/PLLPTVOoDVRd//99+Pv709jYyPPPvssbm5uPfoaR9MXOniebP7+/ixcuJDx48fz+uuvk5ubS21tLTU1NZjNZqqqqqirq2PlypWsXLkSaC2gfsYZZ5CUlIROp6O5uVnpThgdHc3IkSOVg/SWlhb0ej0+Pj4MHjwYrVaL1WrlscceY+fOnfznP/+hvLxcWSbj4+Oj/NvhcKDRaJQmCp6enowePZo9e/bg5uZGdHS0coIuJ+LiVKLVahk+fDjDhw/nmmuuAVoTVNnZ2axatYpVq1axceNGbDYbTqcTq9WqJNIyMjLw8fHBz88PvV6vLLMeOXKksly9rbb7tcjISAYMGACgJMHKy8uJjo6moqJCWbat0+kYMGCAEq/e3t7ttuPqJjho0CD++OMP9Ho9LS0tqNVq/Pz82L17N9OmTVMefyot7xX939GWoVdWVna48FZTU0NSUhJZWVk0Nze3+9nT07Ndw6bExEQlqd12BvzatWuZOXMm55xzDk1NTdjtdv7zn/9QWlqKVqulqKiIYcOGkZ+fT1VVFYMGDVJmuI0aNYpBgwaxe/du3NzcaGxsRK/XExAQQH19vZLMcyW21Wo1LS0t7W63Wq1UV1djNpsJDAxUmhTExMRQXV1Nbm4ur776KjExMZxxxhkd6oz5+flx4403UltbS35+Pk6nk5CQEHx8fJg+fTpvvfUW4eHhJyXeLRZLh8RWeno6+/btw2q1YrValW7grr9vvfVWrFarkhQ7dObs8dJoNPj6+rb74+fn1+m/2/4RQgghRO/pVjJNp9OxYsUKli5dyvfff09FRQUJCQlMnz6dq6++usNV1+667bbbmDdvHvPmzePjjz/mH//4By+99FKPvsbR9MUOnifL4ZbceXp6kp6eriwL3bBhA1VVVfz222/89ttvQOuBYlxcHCkpKYwaNYrNmzczefJk8vPzlYSYu7s7DQ0NBAYGApCRkaEc0G/dupXk5GQqKysJDw9n//79SkItOTkZs9nM9ddfz6+//sqVV17Jjz/+yLfffotarSYkJISRI0fKibg45Wm1WkaOHMnIkSOZPn069957LxaLBavVitlsprGxkbq6Ourr65U/bf3xxx9kZ2fj7e2tnLy5u7sr+zWj0UhJSQnDhw9nzJgxFBQU4O3tTWNjI/v37yc2Npbk5GSGDh2KVqvl3HPPpbi4mKCgICVRUF9frywJPeOMM0hMTOT555/HarViMBjw9vYmNDQUd3d3QkJCuOGGG/D39ycuLq7DLBchetORlqG3XXrtkpqaysKFC1myZAnNzc3Kz65unq6kVWxsLLfccgsbN27kwgsvVJqHuBodNTU1MXr0aFJTU9m1axe///47ISEhBAcHs3btWm6//XaWL1/O7t27iY6OJjAwkJiYGG666SZllum3336LRqPBbDbT0tJCcnIyubm5JCcnk5WVhUqlQqVS4eHhgdPpJCUlhaKiIux2O8nJyezatYsBAwbQ2NhIcHAw+/btY/DgwRQVFSnJ9B07dvDEE08oM9Vcv389PDwYO3YsM2bMwGw2YzAY8PHxobGxkb/97W+MGTOG5OTkw/6+NhqNFBQUcODAAdRqtdJV9GhLIw+dFXboMtuuqK6u7nCbSqVSLk50lvBqmwzr7DF+fn4d6tAKIYQQou9TOduuu+lh+/fvJzw8vEe2VVZWRkxMDLW1tbi7u1NZWcmQIUMoLy/H29v7iM91tTavq6vrdrLLaDTy2GOPHXZpR08Vp+3Jtuwnu8W7q8iyq6HB+vXr2bt3b4fHhYSEoFKpaGxsJCgoCJPJxIQJE0hKSsJgMLB48WJUKhXvvPMOd9xxBw899BArVqzAZDIxadIkBg8ejE6nIyEhAZPJRGhoKPv370elUmGz2XA4HNTW1irLzBYsWCDJtH6gJ+P1RDAajeTn51NeXo7BYCA4OLjdiWJfcaR9VWRkJJdeeil5eXls376dLVu2sGvXLqWxR1seHh5MmjSJYcOGUVxcTHNzMwEBASxYsIClS5dy8OBBhg0bRnx8PL6+voSFhVFfX09JSQljxozh3//+N8OHD+f777/n4MGDymy4mJgYLr/8ciwWC5mZmaxZs0ZZYqZSqairq+Pvf/87S5cuxWq1kpiYyD333ENCQsLJ+PhEF/X1eO0t6enpPPTQQx1ud3XYnTx5MiqVCl9fX4KCgpQlk66EXG1tLS+++CJOp5PQ0FBaWloICgpi6NChxMfHK8u8y8vL2b9/P9XV1bz//vsMGTIEnU7H1KlTCQ0NZdCgQZSUlJCfn8/GjRsZNGgQc+bMITMzU6kz+uCDD2K1Wlm9ejXnn38+33//PZmZmXh7exMUFERycjILFiygrKyM5uZm4uLi2LFjBz///DOFhYVERETg7u7OpZdeymeffYZGo6GiokJpTPLoo4+Sl5enzFKrqanh//7v/ygqKiI2Nha9Xq8sd7RYLMTExNDS0qIkvaqqqpTPx2QyUVtbqzQt6Ane3t7tkls6nY6DBw9iNpvRarXodDpCQkK4+OKLiY+P75AQ8/Lyalf7ra+TmD05PN94q7eH0E7THbf19hCEEOKUc8KSaVarlaSkJHJzc3tke5999hl///vflQL40Lpc4Ouvv+acc8454nN7+sChsLDwsEs7eqJtek+2Ze8rLd737t3brqlBdnZ2h8f4+vqSmJjItm3buP3223njjTew2+288847vPrqq1RUVHDeeecxb948lixZQmFhoVLbJSwsjPnz5xMSEkJlZSV2u53ffvuNvXv3ctlll7Fq1Soefvjh0772Vn/Qlw/0CwsLee6551i7dm27GmM33XQTZ5xxBlFRUb08wvaOZV+1e/duHn/8cbKyspST2IaGBjr7FaHX69FoNIwZM4ZZs2axY8cO9u3bx759+zAajYwaNYoLLriA3NxcbrzxRlJTUwkODkan01FbW0tVVRWZmZn8+uuv3HHHHaxevZpzzz2XF154gbi4OIqLi0lOTmbEiBF89dVXyuuOGzeOV155hdjY2BP3oYlj0pfjtTd158Kb0WjkySefZOjQoXz++edkZGQoSeYpU6awePFiXnrpJbZv345OpyM7O5vx48dz8cUX88UXX7Br1y6ly+fixYt57rnnmDdvHmPHjqWurg6dTseMGTOU5dxBQUHY7XYcDgdOp5MBAwbg5uZGbW0tVquV+Ph4nn76aWW2nWsc1113HQcOHKC+vp5169aRmpqKwWDAYrEoiXmn00lYWBhVVVXKe+jJ5lQajUapBxkTE8OAAQOOuCzy0Pt8fHzaNUdp+39wqja+kZg9OSSZJoQQp74uJ9MmTJjAgAEDlJpYAMOHD6e5ubnTx9fW1lJfX99jhVWff/55PvnkEzIyMpTbIiIiePrpp5WC3C4Wi6Vde/X6+noiIiJ69MDhRB1oGY1GHn300U67SR3rzLee3FZPq6qqYs2aNaxevZrt27eTl5fXYVaMp6cnfn5+jB07lgMHDrBjxw4uvfRS8vPzSU9Px+l0EhAQQFhYGPn5+SQkJHDOOedw8OBBCgoKuOaaa2hoaODnn39mypQpTJkyhbPOOqtX3q84vJMRrz3BaDSyePFifvjhByWR5pKUlMTll1/eJ2c/Hsu+6tDHBgcHU1JSwrfffsunn36qJNg6o1KplOS2Tqdj+PDhzJgxA71ez9atW1mzZg0hISFKsxGHw8HIkSM588wzWbFiBZ6ensTFxbF79240Gg1XXnklr7zySrvvBrT+Lpg9e3af+5xPF/0lXvuC473wlp6ezsqVK/nll1/Iyspqd9/s2bPZt28fhYWF7Nu3j8TEREpLS2lsbGTUqFFMnDiRzz//HG9vb9zd3UlKSiI+Ph6TyYRer6exsRForXdoMBj45JNPMJvN6PV6tFot4eHh7Ny5E6PRyIABAwgKCqKoqEipcdqTXN07NRoNOp1OaZQwYMAApk6dio+PD5s2bcJoNKLT6Zg0aRIff/wxKpUKLy8vhg4d2q5u7hNPPCEXzDohMds7JJkmhBCnvi7XTIuIiMDf37/dbSkpKaxatYr4+Ph2XagA3NzcerQYv0ql6lCDrW1h3LaeeeYZHnvssR577c6cqA6DPdmW/WS3eD8WgYGBXHnllVx55ZUArFy5kq+//pp169ZRXFyM3W5XuhKWlpYCrQf/27dvp7i4GKfTibe3N4GBgUqh4MzMTObMmUN0dDSffPIJVquVSy+9lKioKAICAuSgsY86GfHaE4qLi9m5c2eHRBq0dp+cP39+r8bU4RzLvqqzx4aEhNDS0sKuXbuA1gslpaWlREREYDKZSE1NBVBOtB0OBxaLhR07digNaRYsWMCYMWOw2WwUFxdjsVhISkrinHPO4eWXX8bLywsvLy9mz57NFVdcwVdffcWnn37aIZEGrTWL+uLnfLroL/HaFxypptqR1NfXExAQ0CGR5nQ6CQwMZMmSJYSEhBAUFKQkmhwOB5s2bcJut1NZWYlarcZisSjNSIxGY5cubrY9ZqisrKSysvKIj3eVa2hubsZkMim1T6H1OHDIkCGMHj2awsJCdDodt912m1JL8Yknnjjsdm+88UYAdu7cqZTycC1hBTCbzVgslnbJtFOxAVRPkJgVQgghTowuJ9O+/PLLDrfddNNNXHXVVZx77rkd7nM6nYwePbp7o2sjNDSUurq6drc1NjZ2WpD6H//4B3fffbfys+sqXH/Qk91C+1Pn0cjISIqKipQi5mVlZTQ2NuLt7U14eDi5ubnY7XYKCwuV5zQ0NNDY2Iivr69ykmCxWPDw8MDT05OcnBy0Wi0zZ85ErVZLJ88+qr/Ea319/RE7t5nN5j4VUz2pbSLa4XDg5eXFRRddRG1tLTt27CA2Npb8/PwOz3Ptsz/99FPlNl9fX6Kjo7Hb7bz66quo1WqMRiMWi4WmpiZUKhW//PILnp6enY7F3d39lP2c+4P+Eq99hStB7aoBVlVVxZ49ezoUyW9bHL+kpIR9+/ZRU1OjdK12Jav/+c9/AnQabwBbtmwBaFcS43D0ej2hoaFK/cfw8HDKyspwOBwYjUa0Wi3z589n8+bN6PV6mpubcXNzw2AwsHv3bpxOJy+++CLvvfce8+bN46uvvqK6upq8vDyg9YLrVVddxapVqwgKCgJau5QOHDiQnJycI46tsxg/9ILqoftjuWDWOYlZIYQQ4sToVjfPMWPGoNV2vgmVSsWOHTu6s/l2pk6dys0330xLSwt6vZ6ysjIAxo8f3+Gxbm5u7a5W9ic92S20v3QeNRqNVFZWYrPZuPrqqwkPD8fpdOLh4UF5eTljxozhlVdeoaqqipEjR7Jy5Uql+LDT6cRoNCrbev/994mMjMTNzY2amhpqamrIyspiz549JCUlydKwPqi/xKuPj0+nM2Fd2na9PNVERkYSGxtLQUGB0gHQarWi0+kwGAxotVql+9+gQYOURNjll1/Or7/+CrTWZKupqVESBoey2Wxs3rwZPz8/pk2bxo8//tjhMUlJSdTU1Jyyn3N/0F/itSfZbDbq6+s7dIPsatfIurq6w5bEOFauONNqtajValQqlTIbVK1Wc9ZZZ5GXl0d9fT3XXXcdfn5+PP300/j6+jJlyhSGDRum1BnLyclh/vz5XHHFFdx8881s2rSJqqoqYmNjaW5uxm63Exsby+rVqwkLC6OkpASLxYK3tzfBwcFUVVVhMBhIT08nPz+fmTNncu2111JZWUlLSwvNzc2sWrVKSXrFxsYqF7WO5/ikpqaGpKQkZcZe2/1x2213xcluzNSbTseYFUIIIU6GbiXThg0bxq5du9Dr9Z3e35PdjUJDQzn//PP5/fffmTFjBmvXruUvf/lLhyuV/V3bk9ZDHevBYk9u60RxNUiIjo7mggsu4LvvvuPzzz9HrVbjdDqZMWMGEyZMwNPTk7y8PDw8PBg9ejS7d++msbERg8GASqVSuoZVVFRQUVGhbP/tt98mOjqahoYGHn/8cV5++eUOy5WF6IrIyEhGjhzJvn37Oq2ZptFo+kRMnQh+fn4sWrSI5557jpKSEmU51549exgzZgzFxcX4+/szYMAAysvLKSsrY+zYsRQUFBAWFsa0adP461//yo033sgvv/xCaWkpOp1Oqd8ErQmLDz74QPnZ09MTm82GTqdDq9UycuRIFi5cSF5e3in7OYue53A4qK+vP2ziqytJsc6Wdh8vLy+vTgvhH1ogv7m5mSVLllBQUIBarcbhcODp6clLL73Ev/71L7Zu3aoktj09PRk8eDC+vr6MGDGC8vJydDodZ555JjabDX9/f26//Xa+/fZbli9fjkajwW63k5ycjI+PDyNGjCAgIICcnBz0er1S99BsNlNcXEx8fDw1NTXYbDY8PDxoaGggNDSUxMREjEYjTqcTi8XCd999x5o1a7jjjjuUJaeuhJerVpwrYdXV45O2j0lNTWXhwoUsWbKEoqIiDAZDp9s+mr7SmEkIIYQQ/Vu3unlqtVqlm9ttt93GwIEDe3JsHVRVVfHAAw8QGRlJTU0N//znPw+byGurv3Uu6sluoSe682h3tG2QcOONN/Lkk0+SmZnZrkNnbW0tMTExPPjgg7z44osUFBRwxx138P3331NSUoK/vz+FhYUkJCQwb948du/ezVdffYVGo6GlpaXDaw4YMIBp06YpDQlGjhzZaScv0Xv6crz2t26ePcloNPLFF18odZu0Wi0rV65kxIgRfPHFF8qJd21tLaNGjWLevHksXbqUmpoagoODSUpKIiMjg7lz57J8+XKKiorw8fGhpqaG0NBQIiMjaWlpoaSkhJKSkg6vr1Kp8Pf3Z8qUKUydOpWUlBRGjRqFl5dXL3wawuVExqvT6aSxsfGwCa/DJcXa3n64jrTHw2AwdJoA60rnSD8/v8N2jjyc3bt38+KLL7Jr1y7MZjNTpkwhJyeH8847j88++4y8vDxMJhNqtZpJkybxwAMPKLdZLBYmT55McXEx27Zt448//lAaOLkuVmk0Gi6//HLmzp1LQ0MDzz//PGq1Gj8/P5qamjCZTNjtdv785z+TlpbG999/j1arRavVctFFF/HnP/+ZvLw8VqxYwe7du5Vxjx49mmeffRan03nEWnFdOT459DE6nY7zzz+f4cOHY7fbj7kBVF9uzHSy9OXfsacSaUAghBCnvm4l02666SbeffddNm/ezDvvvINGo+HWW28lJSWlJ8fYbf3xwKEnu4X21Rbv6enpPPTQQwBceeWV3HHHHUrhYqfTSVxcHHl5eWg0Gp555hm8vLzw9/fHy8sLjUZDY2Mj7u7ueHl5YTabWbJkCcuWLWPGjBlMnToVlUrF3r17+emnn8jNze30pMrHx4czzzxTSa6NGzfulJvt2N/09Xg1Go3k5+dTXl6Ou7s7wcHBRERE9ImYOpHaxuvcuXNxd3fHbDbz1VdfMX36dIYNG0ZmZiYeHh5UV1djMpmIiIigpqYGtVrNsGHDePHFF7FarcycOZMRI0ZgMBiUmTBpaWlMnTqVESNGYLPZSE1NZf369WzevJmsrKx2M05d1Go1CQkJjB07lrFjxyoJNg8Pj5P98Zy2DhevTqeT5ubmLs0CO9JjDu3yfLz0en2HpNfRfj70viMt8z5RjEYjGRkZFBYWEhwczEMPPYTNZuPMM89kyJAhmM1mVCoV1dXVxMbGsnnzZoYOHQpAWFgYQ4YMYf/+/dxyyy3YbDbUajXBwcH4+vqi1WrR6XTcfvvtuLu7k5+fj0qlws/Pj6KiIt555x2lTtq7775LUVERVquVgIAAzjjjDK655ho0Gg1XXHEFgwYNIiAgALVaTV1dHYMHD2bs2LEd9ouHLq8MCgqisrJS+f4cenzSdn9rMBgYOHBgt/a3bfdjnTkdOoL29d+xpwpJpgkhxKmvW8s83333XQAmTpzIxIkTOXjwIG+//Tb//Oc/WbBgAZdeeqnM+jlOPdkt9ER1Hu2utgWGDx48SFhYGKWlpUpCzW63o9Vq0ev1BAQEUFBQQEBAAG+99Ra7d+9GrVaj1WqJi4tj1qxZXHrppcyePZvPPvuMTz75hLKyMurr64mPj+fxxx/no48+4uqrr6a6uppt27axadMm6uvrWb16NatXrwZaa4uMHz9eSa6deeaZcrAp2vHz82PcuHG9PYyTrm28GgwG3n33XSoqKnjkkUf47LPPMJvNPPvss+j1eu6//35+/vln3n//fWUG36xZs5g1axYffvghHh4evPrqq9hsNrKzs/H39+fCCy/k7LPPZs2aNYSHh3PGGWcwc+ZM5TUrKipITU0lNTWV7du3s23bNsrKyti1axe7du3i448/BkCj0ZCYmEhKSoqSYEtOTpYk+Ql20UUXdZhF5qpt2V1arbbLSbDDJcT64v9/V+p2uZJ4n3zyCZMnTyYrKwubzUZJSQnR0dFYrVbMZjNVVVW88MILyuxsVwmEkSNHcu+99xIQEKAkuA8ePEhNTQ16vR673U5gYCBffPEFq1evpq6uDnd3d6ZNm8Ynn3xCWloa/v7+HDx4kKeffhq73c4ll1zCxIkTlZltgwYNIiQkhP/+979kZmZSV1dHfHw8I0eO5Oqrr8ZsNuPj44Onpyf//ve/yc3NVd6fayZacnJyh8/nSMsxjzeZ1p8aMwkhhBCib+tWMu1QrquMO3fu5JtvvuGMM85g8+bNPfkS4hTSNknl5uZGRUUFgYGBhISEYLPZ8PHxwc3NDS8vL7y9vbFarWzatInk5GQSExPx9PSkurqatWvX0tLSwp///Ge+++47CgsLaWpqYsCAAeh0OjIyMrBYLJx77rnk5+ejVqt58803GTJkCBkZGaxfv175U1FRofwbWme+jBo1SkmuTZky5YQvZxaiL2obr/X19dTU1HDeeefxyiuvkJmZSXJyMk1NTcyaNYuvvvqKzMxMvLy8lALphYWFxMfH8+KLL5Kfn8+sWbOor6/HbDaj1WpZsWIFBQUFjB49mp9//pnx48dz//33k5CQAMDAgQO54IILuOCCC5RxHDx4kO3bt5Oamsq2bdvYvn075eXl7Ny5k507d/Lhhx8CrcmY4cOHk5KSoiTZRo4cKUW5e5Brn3kotVp91CWQh1sW6brNlRg6lXSlbpfRaGTfvn289957JCcnM3z4cO699170ej27d+9my5YtSjLMYDBgs9kwm83ExsbS2NhIU1MTW7ZsobKykpCQEFQqFQcOHMBut+Pm5kZ9fT0LFizggw8+4LfffiMmJoaioiKCg4PZtGkTBw4cYOTIkXzxxRd4eXlx//33s3r1am6++WYsFgsPP/ww77//PtHR0aSnp5OZmYm3tzdDhgxBrVazcuVKsrOzmT59OuvXr0er1TJnzhwKCwuVpgQFBQW8/vrrHZZXGo1GXnvtNfbu3cuECRMICAjAbDbj7u7OTz/9xIIFC44rodZfGjMJIYQQou/rVjLt+uuv54MPPmD//v288cYbvPvuuxiNRsaOHcunn37KZZdd1lPjFKegtgWIa2pqSExMVLp06fV6fHx8cHd3Z8qUKWzfvp1x48bxxBNPKHVfAMaOHctNN93E+++/j0qlIisrC6vVyp49e5TlKhERERQXFzN27Fjuu+8+oqKilIP3MWPGMGbMGO666y6cTif5+fntkmuFhYXs2LGDHTt28OqrrwIQHx/PlClTOOuss5gyZQqRkZGn3ImeEIdqG6/Nzc1UVFQQHh7OO++8o8TcmDFjGDZsGN988w3QOrtUrVbj7+/PlVdeyZIlS/j5559JS0tTam7eeuutPPvssxiNRtLT05k2bRq7d++msLCQiooKXn31VWJjYzsd06BBg7jooou46KKLgNalhaWlpcrsNdfflZWVZGRkkJGRwfvvvw+01l4aMWJEuwRbUlJSl+pwio7ee+89QkJC2iXG/P398fT0lP3jIVyJokPrdrVNLNXU1PDaa6+RmJhIbGwsX331FV999ZUy+2/kyJFcf/31fP3112i1WmJiYvjll1/Iy8sDWpNC4eHhlJWVkZ2dzciRI0lLS6O8vLzdMujx48fz4osvUl9fj8lkIiwsjOrqaux2O3l5efzpT39SZnFnZGRw8803Kxe+1q1bR1FREdOnT1dmhppMJlpaWiguLsZkMpGVlcX8+fNpbm4mJyeH5uZmpk+fzpYtW9q97+Li4nYz6IuLi9m7dy8XXHABS5YsUY4NoLVO5ejRo49rhnB/aMwkhBBCiP6hW8m0jz76iO3bt5OTk4PD4WDOnDncfffdTJo0qafGJ05hrg6Br7/+eocuXWFhYTQ0NHDuuedy3XXX8dFHH5GVldUukQat3b0MBgNTp06loaGB5uZmKisrGTRoEAcPHsRisVBXV0doaCg5OTlYLBasVmunB+8qlYr4+Hji4+O54YYbACgtLW2XXNu5cyd5eXnk5eUpJ+VhYWHtZq4NHz68RzvZCtEXtI1Xd3d3HA4HZrOZlpYW3N3d+fbbb7n77ruV2V52ux2Hw0FgYCCXXXYZS5YsISMjg5EjR6LVanFzc2Pbtm3o9XqmTp3K0qVLcTqdytJAm83G5s2b+f333zGbzYSHhx91JopKpSI8PJzw8HDmzJkDtCbY9u3b1yHBVl1drSTK33nnHaA1iZ+cnKwsD01JSSExMbFXamX1N5dddpnM6umikpISgoKCGDp0qDLbqqamhtTUVAoKCti3bx/vv/8+e/bsYfLkybz77rtkZWXhdDqJiYkBICMjA41GwznnnMPOnTu5/PLLueqqq5S6oHV1dWg0Gry8vNiwYQNPPPEEDoeDvXv3olKplG6efn5+lJeXA62dT61WK5WVlXh6emI2m6mpqaG0tBSTyURVVRV/+tOflKYhpaWlxMfHo9frlaSpq7RHfX09Wm3rIabZbMZqteJ0OklPT2f27NnU19djMBiU2Dp0eWV9fT1jx47tkEgDyMrK4s033+Tll18+5tlpbfdjnTU+ONVrXwohhBCi53QrmeZ0OikuLub222/nzjvvPKU72YkTIzo6mkceeYTi4mIaGhp45ZVXMJvNVFZWAq0H9yaTiREjRvDhhx+i0WhwOp3tilJnZGRw8cUX4+npiVqtpr6+nkGDBgGtJ/RVVVUEBARgMBhQq9WHPXjvTFhYGAsXLmThwoUA1NbWsnHjRiW5tn37dkpLS1myZAlLliwBwN/fn8mTJyvJtTFjxshsF3FKCAgI4IorrqCiooJnnnkGPz8/PD09aWhoQK/X8+9//5tnn32W+Ph4rFYrPj4+OJ1OgoODKSgowNPTEzc3N7RaLU1NTahUKjIzM5k+fbqSBHBzc1NmMlmtVvbu3UtLSwt5eXnH1YVYpVIxePBgBg8ezLx584DW310lJSXtarBt376d2tpatm3bxrZt25Tnu7m5MWrUqHYz2BISEpREgRDHqqmpiV9++aXDbKuFCxeyatUqysvLlVlrarWazMxMVCoVKpWK4uJiwsPDCQ0NxWQyMXPmTNRqNXv27FGWTkLr9951Iam2tpacnBxuvvlmRo4cic1mQ6fTkZ2dzf79+5XfpyqVSumm3dLSgk6nw8/Pj/DwcNzd3WlpaaGlpQVvb2+cTicTJkwgNTUVLy+vdglnh8OBXq/noosuIjIykqCgIC6//HK2b9/O8uXLqampIScnB09PT6KiovDw8OiQiPXx8SEgIKBDIs2lsLCwwwWxrmp73NHXGjMJIYQQov/o1tmAt7c3mZmZDBkypKfGI04jhxZfHjFiBH5+fuzevZvHH3+cmpoaLrzwQvz9/ZVub64Td41Gg91uR6PREBQUREhICE6nk7vuuosNGzawa9cu9Hq9cgU+Li6O3NxcQkNDMRgMwPHVRvH392+3rMxkMvHHH38oybVNmzZRW1vL999/z/fffw+0FmufMGGCklybOHEinp6ePfdBCtENXSmCDh1rPJlMJgIDA3nqqad45JFHsFqteHh44HA4uPnmm6mqqsLT05N9+/ZhNptpamrCz8+PpqYm9Hq9UisNWpNmWq2WpKQkcnNz0ev1WK1WVCqV8tjD1VY6HiqVisjISCIjI7n00kuB1gRbUVFRuxpsqamp1NfX88cff/DHH38ozzcYDO0SbCkpKQwdOlQa7oijMhqNfPDBB53OtlqyZAnTp0/HbDYrt9fV1eHt7U1DQwMqlQqtVktNTQ1OpxMPDw+ampr46quvmD17NmPGjCEtLQ2Hw4FarUatVuPt7c2VV17J8OHDKSoqQq/Xk56ezq5du5QkWnJyMkVFRTQ3N+Pv749er8dkMjFmzBj27NmD0+nE3d2d8vJyqqqq+PTTT/Hw8ECv17Nw4UKqq6tJSkpS3pO7uzt33HEH3377LcuWLWPAgAEcOHCAoUOHcvfddyvNIJqamigqKmLWrFkdlldGRka2i7m2PD09MRgM3WoW0FcbMwkhhBCi/+hWMm3FihVHTKQtXbqUBQsWdOclxCnqcMWXb7/9dl599VWioqKYN28elZWV6PV6EhMTqaqqUr5vDQ0N6HQ6YmJiqKqqory8nPfeew+n00lQUBBXX301jz32GBqNhuTkZK655hquv/565Wp3QkJCj9RG8fDwYNq0aUybNg1oTQqkp6ezfv161q1bx4YNG6iurubXX3/l119/BVq7DY4dO1ZJrk2ePJkBAwZ0eyxCHKuuFEGHw9d4ysnJQa/Xc++99/LZZ59x3XXX8e6779Lc3Ex5eTkVFRUkJyfz4IMPEhgYSFhYGDabjfj4eEpLSzGbzTgcDry8vEhJSVEaGmi1Wux2O0lJSRQXFzNmzBig89pKPUWlUhEdHU10dLTye8vhcLBnz552y0N37NhBQ0MDmzdvbtdgx9PTk9GjR7ebwRYfHy9Lvk8TXU1KFxcXs3//fjw9PZVOty5ZWVlcc801BAcHK7dZLBal03VLSwsAjY2NGAwGPD09sVqtWCwWNmzYwMKFC3Fzc2Pnzp04HA40Gg0333wzq1ev5oUXXqCxsZHY2Fj8/f2ZN28ey5cvJz8/n7/+9a/8/vvvZGdnY7FY8PDwIC4ujiuuuILnn38erVZLZWUl0dHRZGdn09zcjJeXF0VFRSxZsoQZM2YoZRqysrI4++yz+f7775WSDWVlZbS0tJCbm4unp6eSwAaIiorimmuu6bSLaVJSUofPyTWbTafTybJiIYQQQvSqbiXTpkyZAkBVVRXNzc3KMh2AAwcOsGjRIkmmiQ6OVHx5y5YtJCUl8fnnn7NmzRry8vLQ6/U89thjzJ49mxUrVhAYGMigQYPw8fHh4MGDDBs2jKKiIoqKirDZbNhsNrZt28Ybb7xBWVkZTqeTH374AZvNRkVFBZMmTeLaa689IUs6dDod48aNY9y4cdx99904HA5ycnLa1V3bu3cvW7duZevWrbz44osAJCYmtmtqEBER0eNjE6KtrhRBd8VIfn4+aWlpWK1WdDoder2eoqIimpqaKCsrY8aMGdx3332sWLGC2tpa9Ho9Xl5e+Pr60tjYSEFBARdddBFr166lsbFRaQ4SEBDAiBEjmDx5MjqdjkceeQS1Wo1KpWL8+PHMmjWL33//vV3iuzuzUY6VWq0mLi6OuLg4/vSnPwGtCbb8/Px2s9d27NhBU1MTGzZsYMOGDcrzvb29GTNmTLsabDExMZJgO8V0NSkNrd9fnU5HVFSUEkMunp6eDBw4kLi4OKVIfnV1NQMGDMDhcKDVapUEdFNTE76+vpSWlhIWFkZJSQlvvfUW48ePZ86cOdTW1jJ69GhWrFhBZmamMputoKCAiIgI8vPz+fvf/05ubi7Z2dmo1WoWLFiAv78/ISEhbN26leeee47y8nLi4uIYOHAgF154Ic899xxubm74+/sr78HX15dVq1Yxffp0JRn4xx9/EBoaSkVFBXa7HafTiZubG01NTYSHh/PAAw8oteKam5s7/VyHDx/OrFmzyMzMpKWlRelCqtPppFmAEEIIIXpdt5JpP/30EzfccAP79+/vqfGI00BxcXGHE3gXvV7PF198QUZGBiEhIUDrTK6nn36a5557Dq1Wy7Zt23A6nahUKgYNGsTs2bN57LHHlBN4rVbLt99+y/Dhw/nxxx95/PHH0Wq13HPPPej1eoYOHconn3xy2JkDPUmtVpOYmEhiYiK33HIL0Fp8esOGDaxbt45169aRk5NDdnY22dnZvP322wAMGTKkXVODYcOGSUc80aOOFIdtZ4C5Otrm5OQArd/p8PBwjEYj0Dqja9++fbS0tLBjxw4KCgrw8vIiJCSEiooKjEYj7777Lq+88gq5ubns2LGDlpYW6urqGDNmDOPHj+fTTz8lOjqaDz/8kIKCAgwGA7t37+b333/n0ksvZdWqVcrYens2ilqtZujQoQwdOpQrrrgCQOl86Kq95kqwNTQ08Pvvv/P7778rz/fx8VGSa66/o6OjJb77qWNJSsP/vr8eHh7Ex8fT3NysJKkNBgODBg1qVyR/y5YtnH/++WzZsoWcnBzy8vJwOBwkJydzwQUX8NRTT3HXXXexevVqqqqq+Oqrr8jIyMDd3Z0xY8bwyy+/4OnpqVzsbGlpweFwsGLFCmJjY3niiSeIjY1l37592Gw2hg8fzr333ktKSgp33303FouFuLg4fvjhB1544QUsFgsWiwW73a68h4iICP76178qtccyMzMJCAjA29sbf39/mpublfe5f/9+iouL+eWXX5TP5LzzziM9Pb3DrD4/Pz9uuOEGFi9e3K6O4bhx407YBTEhhBBCiK7qVjLthhtuICoqioULF7ZrtQ5QXV2tJAaEaOtwM0tcxZN37typFFuG1pPXhoYG/vrXv/Lee+8pxc3Hjx/P119/zXfffUdoaCgajQaVSoXD4WD48OEMHTqUwMBAqqqqiIiI4OGHH6a+vp5HH32UnJycE7Zc7GiGDBnCkCFDuPLKKwGorKxUmhqsW7eOtLQ0SkpKKCkp4ZNPPgEgMDCwXXJt1KhRUgBddMvRZnjV19criYKhQ4cCrbE4cOBAmpqaqKurQ6vV4nQ6MRgMmEwmJWZdzWnCwsIYOHAgPj4+5OTkMHnyZObOnUtzczMOh4PCwkL+8Y9/8I9//IMHH3yQjz/+mDPPPJOqqioGDx6MVqslPT1dmVUzcuTIPjkbRaPRkJCQQEJCAldddRXQ2o00Jyen3RLRtLQ06uvr2y37htYlbYcm2CIjIyXB1g90NSntEhkZqcw60+l07Qr3u2ZbGY1G6uvrldqcdXV1pKSkUF5ezs6dO9HpdOTk5PDqq69y/vnnA3DNNdcQFhZGfX09fn5+mEwmbDYbBw8eJC4uTnkNV/2z+vp6WlpalNpqLS0tGAwGsrOz8fPzY9euXTzwwANoNBoWL17M559/jru7u9Kx01VvTafTER4e3u49uhKGrvdnMBjIy8tTZuG5aqZBa5OfHTt2sGLFinafw6JFiwgICOCTTz5h4sSJzJo1q13n05N1QUyIU4XnG291envTHbed5JEIIcSpo1tn46Ghofz222+Hvf/gwYPd2bw4RR1uZklzczM1NTVKUWWz2YyPjw92ux1ovaK+e/dunnnmGeWk+pNPPmHUqFGoVCosFgs6nQ5vb29KS0spLi7mwQcfJDY2loEDB/Lwww/z6aefUlNTA5zc5WJHEhQUxNy5c5k7dy7QWg9n8+bNyrLQLVu2UFVVxbJly1i2bBkAXl5eTJw4UVkaOn78eKWxghBdcbQZXj4+PkqiICgoiKSkJEpLSyktLSUwMBCn04nT6SQ5OZmCggLCw8Npbm7G19cXm82G1WqlpqaGqKgoTCYTzc3NvP322zQ2NuLl5UVwcDAHDhxQOgRCa4y/9957FBYWUlpaSnV1NYmJicybN49169YxadIkamtr+8UJtKuhQlJSEtdeey3QesEgOzu7XYItIyMDo9HIzz//zM8//6w8PyAgoF39tZSUFCIiIiTB1sd0JSndVttZZwUFBcrtsbGx3HnnndTU1LSb6VZdXY3BYGDx4sXs2bOHf/7zn0pjjvvuu4/vvvuOpUuX4uPjQ0hICMHBwfzlL3/hgQceUJaZWiwWfHx8qK+vVy44qVQqvL29GTp0KFqtloSEBMxmMy0tLVRVVSn322w2srOzGT58ONnZ2Xh4eKBWq5WLOZ0tt2ybMATaLWuNiopSfgdHRkYyadIkli5d2u75rll9119/Pbm5uYf9bHvrgpgQQgghBHQzmXbuuecqy+06c91113Vn8+IUdeiBtovVakWj0RAcHExxcTGNjY2EhoZiNBqx2+3MnTuX4cOH8+STTxIVFUVZWRkpKSlYrVb0ej1GoxGtVkt5eTlRUVHk5OQwatQo7HY7Bw8eZPXq1Tz44IP861//Anp/udjheHl5MWPGDGbMmAG0JhhSU1NZt24d69evZ8OGDdTV1fHjjz/y448/Av+r1eaauTZp0qR+kXAQvedwcQj/O0HOzMwEIDU1lYULF/Ljjz+yfPlyPDw88PHxIS4ujrlz5/L8889z7bXXEh4eTkNDA+Xl5TQ3NxMbG0tJSQkzZswgOjqaRYsWodVqyc3N5bfffiMoKEjp6hkWFkZDQwOZmZmoVCo8PDwICgrCZDKRnp7O1VdfzdKlS/njjz96pKNnb9DpdCQnJ5OcnMwNN9wAtMZ3VlaWklxLTU1ValytXbuWtWvXKs8PDAxs10E0JSWF0NBQSbD1oq4kpQ8VHR3NI488ojQscC2PBHj00UfbzXTT6XRkZWXx3nvvMX36dJKTk8nIyGDu3Ll89913ZGRkoNVq8fLywmazUV1dzb/+9S/OPfdc0tLSGDhwIGVlZYSFhaFWq2lubkatVjNhwgQKCgrYu3cvLS0tOJ1OfH19iY2NpbS0lMLCQl588UU8PT0xmUxcffXVHDx4kEcffRRoXaYaHBzMggULKC0tJT8/X0mmDxkypEPC0MPDg1mzZnHNNdfQ3NzMrFmz0Gg0SifgQxUUFFBeXn7Ez7avXBATQgghxOmpW8m0O+64g7feeou//OUvHe4rLy/n1ltvpaSkpDsvIU5Bh7syn5iYyNChQ3F3d8fb2xtPT088PDwICQnh4osvZuXKlTz//POUl5dTXl7OGWecwRNPPMEHH3zATz/9hM1mIyQkhKCgIGbPns1bb72lLGk5cOAAFRUVTJw4kXPPPZe8vLw+uVysM3q9nokTJzJx4kT+/ve/43A4yMrKatfUoKysjE2bNrFp0yaeffZZVCoVI0aMUBoaTJkyRalBJwQceYbMokWL8PPzUxIBVquVVatWccUVV5CcnIzNZmPYsGFkZWXx9ttv4+fnx6+//so999zDjz/+SHZ2NrGxsZhMJqZMmcLZZ5/NPffcQ3V1tbJc8+abb2bZsmWMGzeO4uJiUlJS2LhxIw6HAw8PD/Lz84mNjaWqqorff/+dadOmYbVaT2hHz96g1+sZM2YMY8aM4aabbgJaOzju3LmzXYJt586dVFVVsXr1alavXq08Pzg4uF1ybezYsRLrJ1FXktKd8fPz6/AdTk9P77Bk1NW1c+fOncyZM4frrruODz/8kLi4OJYsWYJOp2PAgAEMHjyYAwcOkJ+fj81m46KLLuKVV17hL3/5C6mpqaxcuZLBgwfj6+vLiBEjmDBhAo888oiyFNPpdGI2m5XGIbNmzeLNN9/k999/x2azATBt2jQ+/fRTGhsbaWlpQaPRUFNTw8svv0xOTg5BQUHKss8bbriBG2+8UZmV6koYtk2Cr1u3rtNEmovZbD7iZ99XL4gJIYQQ4vTQrWSa62Rp0aJFPTUecZro7Mr8wIED+e2337j44otZtmwZmZmZOBwObrjhBlavXk11dTV79uzBbrdjMBjIz8/ngw8+4MYbbyQhIQF3d3eioqJYuXIlb731FnV1dTgcDmJjY7Hb7djtdiorK0lNTeWVV17plzNboLVu1ciRIxk5ciS33347TqeTwsLCdsm1/Px8MjMzyczM5I033gAgJiamXd212NhYmdFymjvcDBlXbLRNFFitViorK3nttdcA8Pf356qrruLVV1+loKCA5uZm9Ho9er2eefPmER4ejr+/P+vXr+e+++4jNDQUi8VCU1OTMuNt4cKF2O12tmzZwrXXXsvtt9+OTqejpqaGoKAgpS4TtD+xPtVnpLi5uSnJMVfjErPZTGZmZrslort27aK8vJyVK1eycuVK5fkhISEdEmzBwcG99XZOaV1JSndVZ99r1xLJyspK9u3bx65du7jnnnvQarUkJyfjdDqxWq2UlZWxb98+pXZoXV0dfn5+fPPNNzzxxBNcfvnl1NfXY7FYCA8PZ8+ePQwfPpxdu3YBKI0GLrroImJiYnjqqafYuHEjbm5uuLm5AbB161aefvppHnroIR5++GGio6NJT08nMzMTb29vpZZaWloaRUVFTJ8+naqqqk67msLRk2HBwcHHlagUQgghhDgZupVMmzp1Kg6Hg8DAQNRqtXK70+lk79697TqYCXGozq7Mjx8/ni+//JJRo0Yxd+5cWlpaSEhI4KeffmLQoEGEh4ej0WjQ6XQ4HA4yMzNpbm7mjTfeIDg4mMsuu4xPP/0UT09P5co5tJ6carVafHx8sFgsNDY29sI7PjFUKhUxMTHExMQotZkOHjzIhg0blOSaa8bDnj17+M9//gPAoEGD2iXXRowYoXxe4vTRWRy2va9toqCmpoakpCSKiooICwsD4I033iArKws3Nzduv/12li5dSmNjI4sXLyYxMZEXX3wRjUZDQUEBgwYNIjg4GJVKhdVqJSUlha1bt7Jo0SKampq48847cTgc7Nmzh9zcXOx2O/7+/tTV1bUrWn46zkhxd3dn/PjxjB8/XrnNZDKRkZHRLsG2e/duDhw4wPfff8/333+vPDY8PLxDgi0wMLA33sop50hJaaPRqNzetlNlZw73vXYtqRwxYgSbN2/mueee47rrrmP37t0YDAYSEhLIy8tTGvc4HA70ej0AmZmZ5Obm8s4772C1WomLi2PmzJm89tprXH311Vx22WWYzWZUKhVbtmzh9ddf56WXXmLLli2o1Wql/qHT6USr1bJ161ZqamqYPn060dHRrF+/nuDgYCorKykuLiY2NhaArKws5s+fr2yzs6XZR5vVFxcX12OJSiGEEEKIntatZNqNN97InDlzDnv/2Wef3Z3Ni9NQbGwsTz/9NC+++CIrV65UGgq4uo5pNBr2799PQ0MD0JpIKioq4m9/+xsff/wxeXl5jB49mtzcXFQqFU6nE7VajV6vJz4+npycHFpaWk75mS2DBg1i/vz5zJ8/H2jtBrdp0yYlubZ161YOHjzIl19+yZdffgmAr68vZ555prI0NCUlRZmRIE5fbRMFDQ0NnHfeeXz88ccUFxcTEBBAVlYWnp6ehIaGUlBQoJzwq1Qqqqur8fHxobGxEYfDQVlZmbLdQYMGUVRUhJubGx9++CE7d+7kwIEDNDQ0kJSUxJ///GeeeeYZVCoV55xzDnV1dYDMSGnLw8NDWQLu0tTURFpampJc2759O7m5uezfv5/9+/fz7bffKo8dMmSI0tzAlWALCAjohXfS/3WWlC4sLGzXTAD+lwjqbKbWkZJLQ4YMYceOHYwePZpzzjmHgQMHMn/+fPLy8pR6Z66LRGPGjKGgoACbzcaIESOUumhRUVHodDrc3d2xWCz88ssvDBgwAICGhgaysrIwGo3K79u2SzBdz4PWpgiPP/449957L3l5efj4+DBkyBAKCgpwOp3Kc1yzSQ+3NLsrs/r8/PyOOHtWiL7kcB0zhRBCnJq6lUybPXv2Ee+XmWnieCQkJPDCCy8oB89Op5PExETq6+upqamhqalJ6fCp0WiwWCz8/vvvTJw4kW+//Za77roLvV7Pli1b8PPzw2w2M2zYMObOncu///1vwsPDT7uZLb6+vlxwwQVccMEFQOtJzrZt21i/fj3r1q1j06ZN1NXVsWrVKlatWgX8byaMa+bamWeeibe3d2++DdFLDk0UxMXFUVxcTHFxMcOGDcNgMNDc3MyaNWv461//SnNzM7m5uQQGBjJo0CAqKyupra1Vnu/v709ISAharZYvvvgCk8lEWVkZoaGhOBwOMjIy8PT05MILLyQnJ4epU6dSV1cnM1K6wNPTk8mTJzN58mTltoaGhnYJttTUVHJzcykpKaGkpIRvvvlGeWzbZIg4fkajsUMiDf7XqbKzmVpHSi4tWLCA559/Xklw6XQ6LrjgAg4ePEhlZSWhoaEcOHCAqKgo5s2bx1tvvcWECRNITk7mp59+Ij4+Hp1OB6DMMHXVQoPWuogxMTEYDAbc3NyUv11NplxLrpubm5WLLK7tuS5OBQcHK7+bgXazSQ93AetoS81dn8upUiNRCCGEEKeObiXTVCoVFRUVLF68mOXLl2M0GomNjeXKK6/k7rvvbncgJcTxGjBgAHFxcWRmZjJlyhQSExOVDp4Wi4Xy8nL27t3L+eefz8cff8xzzz3HNddcw5/+9Cf8/Pyoqalh165d/Pvf/8ZisZCYmHjaz2xxd3dXkmQPPvggNpuNzMzMdnXXKioqWLduHevWrQNaa7WNHj1aed7kyZMZOHBgL78T0Rvanty2TUxrtVr+85//MG7cOKKiohg7diyRkZHYbDalBpqrrpqPjw8RERHMmTMHh8OBWq1m165dtLS0EB4eTmNjI/PmzWPHjh188cUXPPbYYyQnJ0si7Th4e3tz1llncdZZZym31dXVkZaWpsxeS01N7XRGlDg+xcXFHbpyumb+mc1mMjIyOv0+Hy65VFJS0m6mmKspyPTp04mJiaGmpoaAgAAMBgMlJSU8+OCD+Pr68uWXX+Lu7o5Op8NqtdLc3MyPP/7IDTfcwObNm9m3bx/QGruenp7cf//9+Pj4cMYZZ7Bt2zacTid2u11JoI0ZM4YDBw4AkJ+fr3QXra+vZ9CgQUrJj6SkJGpqapTxHukCliTLhBBCCNEfdSuZtn//fiZNmsS+ffvw8vJi6NCh+Pj48Prrr7NkyRI2bNhw2s0AEt136NIYnU7HwoULSUlJ4dVXX+WLL74AWg/OZ8yYwaRJk2hoaGDAgAF8+umnNDU1ERAQQHh4OG+++aZS4wVg3Lhx3HvvvXJCfgitVqt0FLzrrrtwOp3k5eW1S64VFRWRmpqqNHAAGDp0qJJcO+ussxgyZIg0NTiNtF2W5iqUXlxczPbt2yksLKS8vJxrr72WlStXsmvXLqxWK3V1dYSHh3PXXXfx7rvvsnr1ahobG9FoNIwdO5bbbruNL774gubmZurq6sjOzsbb2xuVSiVx24N8fX2ZOnUqU6dOVW5rO3tQdE/bmViuWWRLliwhKysLaG0Ic8YZZ3S65PNwyaVDl4BarVa2bNmC0Wjk+uuv55133ml3/7Bhw3jkkUf46KOPyMzMpKioiKamJpKSkrBarYwdO5Yrr7xSaeqTlpbGm2++iU6n4+677+bZZ59l06ZNaDQaDAaD8vvhvvvuQ6PR8P3333P33XcDrbXZtFotJpOJpKQkFi5cqMxyPnRp9rHUkRNCCCGE6KtUzm6s6fjzn/9Mamoqzz77bIcln//+97/Jzs5WOr/1JtcBW11dnST3+jij0cijjz7aYWnMpEmTyM7OZseOHcrVeZPJRH19PXFxcUybNo3Y2FhefvllVCoVTU1NhIWF8cILL5CdnU1jYyMDBgzgzDPPVAoki2NTWlqqLAtdv369clLYVnh4eLumBomJie2ak3SFxGv/UlhYqCxLc818iYqK4pZbbqGlpQWHw0FQUBCNjY1UV1ej1Wrx8/PjtddeY/fu3eTm5qJWq9FqtTQ3N5OYmMjQoUNZunQpr7zyCu7u7qxatYqHH35YZq/0QRKvnUtPT+ehhx4CYMKECfzyyy/t9pnDhg3Dx8eH2NjYTpd8dqZtrLm0rcHmSlK54szDwwN3d3d8fHxYt24dVVVVuLu7U1NTQ2pqKlartd3rFxQUsHnzZmw2G4GBgQQFBWE0GmlqaiIwMJDAwEAef/xxqqqqKCwspL6+Hr1ezwUXXEB8fDzDhg2joaGBvXv3ttt+24ThsdaREz1PYvbE6Y8105ruuK23hyCEEP1Wt2amuQqZBwcHd7jv1ltvZebMmd3ZvDgNHbo0xsXX15etW7diMpkwmUxYrVZlaVhubi5XX301mzZtUpafuLqaffTRR9x0003odDopWtxNYWFhLFy4kIULFwKtdXc2btyozFzbvn07+/fv5/PPP+fzzz8HICAggOrq6t4ctjjBXMvSdu3aRVZWFg6Hg5qaGp5//nmGDBnS4UT6zTffJCUlhdzcXNzc3PDz86O5uRmTyURLSwtpaWlcfPHFJCcnk5aWRklJCZdffvlpvzRb9C9tZ226GnW4eHp6YjAYgMMX5+/M0eqL+fn54ePjw3/+8592M7unTZtGeHh4p/vigoICSkpKqKmp4Y033iAjI4M9e/bQ2NjIyJEj+dOf/kRBQQG33XYbAQEBhIaGYjKZGDp0KM3NzVitVvbs2YOnpye33nor0Pp7fMqUKR3Gdzx15IQQJ9bhEoCSZBNCiKPrVjItJiam00Sai6sWhxBddbgixWazmfr6emJiYigsLMRiseB0OnE6nfj4+ODt7c3XX39NU1MT0Jp88/X1JT8/H51OJzNaToCAgAAuvvhiLr74YqB1puAff/yhzFzbvHlzu5o54tT25ZdfHvEkGeDNN98kMTGRpqYmpcNnSEiI0sVTrVbjcDhwd3dn7ty5vPXWWxgMBoYPHy4n2aJfadtMwNXVEloTaa6umi7H0l360CWgRqOR9PR06uvrMRgM7Nixg7179wL/W1763//+l+zsbAIDA6mtrW23DNNqtdLS0sJrr71GTk4OJSUlWCwWdDodu3fvZunSpUyfPl2J47YNElzv4dDGIIf7fXu4i2VwbElFIYQQQoi+oFvJNG9vb0pKShgyZEi721taWrj33nvx8vLq1uDE6edwSw4MBgNBQUGUlJSg0WgICwtT6rx4eHhQVVVFaGgo0Dorrbm5mfz8fIxGo8yMOkk8PDyYNm0a06ZNA1rr+ezYsaOXRyVOhq6cJAMEBgZisVgwm83k5eXhdDpRq9UkJyfj6+uL3W5HrVYTGhrKm2++SVRUFD4+Pu06BArRX7hmkmVkZBATE4NOp8NgMLRLpMGRi/MfyaFLJuvr69FqtUqibOzYsSxZsoRdu3bR2NhISEgIAFlZWSxZsoTp06ezZcsWTCYTe/bsobm5Wbkg5ZKVlcX8+fPZsmWLkuw6WvfNwzla0vBYkopCCCGEEL2tW8m0Bx54gDPOOIMrrriCuLg4mpqayM/P55tvvqG2tpZvv/22h4YpThdtl8a05ePjQ2BgIHv37sVkMuF0OrHZbHh4eDBr1iwKCgrYu3cvOp0Op9OJSqVCo9HQ2NiIVtutr7k4TjqdjjPOOKO3hyFOgq6eJCckJPDkk08SHx/P6NGjycjIwOl00tTURFFREQaDgejoaNauXUtzczOhoaHodDqp6yP6LT8/P5KTkznjjDM67ZZ6aHH+rmq7ZNJVq9BkMmE2m1m1ahXjx4/H19eXrKwsNBoNGo0Gh8OhPN+VJIuNjcVmswG06xbalmtmnSuOj7f75tHiWOJcCCGEEP3JsVUGP8TEiRP57LPPWLFiBbfffjv3338/7777Lp6enixdupSLLrqop8bJm2++SWhoKIMGDeKpp57qse2KvsW1NObQJgEOh4P58+eTnJzc7vaRI0cyd+5c6urqsNvtNDY20tTURFNTEy0tLYwYMQIPD4+T+RaEOO105STZx8cHq9XKzp07Wbt2LRdffDFJSUk4HA4aGhowGAxKPP/www94e3uj0+mOO9kgRF9xuN9rhy6PPBau2aAmk4m8vDxycnIoLCwkLy+PdevWMXToUCwWC9A6W9vDwwO9Xt9uG2q1mkWLFjFgwACADjPmXNzd3YHuJ7tcF8s6I3EuhBBCiP6m21N2pk+fTl5eHlu3bqW4uJiIiAjGjh3b4aCtO/744w92797NDz/8wPr16/nrX//K0KFDmT9/fo+9hug7OiuyXF1dzTfffMP06dM5//zzaW5uRq1Wc/DgQd58803uuusucnJyyMjIULaTlJTErFmzUKlUvfhuhDj1HW5GKbQ/Sd69ezdarZa6ujqlC/Ts2bOx2+0kJSVRWlrKhx9+iJ+fH97e3t1KNgjRlxytecCxqq+vx2q1UlRUpCzNdM1Aa2hoYM+ePYSHhyuPd83udiW1dTodY8aMUbqAxsbGsnv3bjw9Pdst9UxKSqKmpqZHkl1t68h11pFU4lwIIYQQ/ckxJdP+8pe/sGnTJkwmE3PmzOHuu+9WanCMHz+e8ePHYzabee2117j88suJiIjokUE2NTXx+uuvA62FbTds2MCvv/4qybRT2KHLSNLT07FarWzbtg2TyURRURH19fWYzWZGjBhBWVkZCQkJzJkzB6vVipubG3v37uWXX37hggsu6L03IsRpoKsnyYMHD8bX15cDBw5gs9n48ssvgdYZMgMGDOCDDz7gmWeeQa/XM2jQIOnAK04px7s8sjM+Pj4dapy5ZqCZTCYsFgsGg4GkpCSKioqIiorC3d1dmWUWGxtLXFycMi5X/LZN0LkaFeTl5fVYsqunk4pCCCGEEL3lmJJpixYt4vvvv2fNmjUkJiZ2+hh3d3fuueceFi9ezP/93//1yBK76dOnt/vZtdzzcCwWi7K8AaSo7amg7cwXDw8PYmJisFqtnHHGGcTGxuLn58fEiRNJS0tjzZo12Gw2xowZwx133EFFRQXr1q3D19eXIUOGyEF7HyPxemo43EkyoHQbHDBgADNnzmTDhg2oVCqlAYHD4WDcuHHU1NQwaNAg3NzcZEZpHyXx2jdERkYSHR1NTk5Ou9s1Gg0TJkygubkZjUbDiy++SEZGBjU1Nbi7u1NTU4PRaOS2225r97uwbfxWV1ej1WqVpaGXXXZZu8cajUYlzo/0e/Vwj+vJpKI4OolZIYQQ4sQ4pmTasmXLePPNNw+bSHNRqVTcfPPNvPnmm9x7773dGmBndu3axd///vfD3v/MM8/w2GOP9fjrit7T9sp5ZmYmpaWlXH311fz444/89ttv7N69m0GDBjFq1CjefvttKioqCAgI4JVXXsFqtSq1XlwzZaKjo3v5HQkXiddTx6EnyYd2G/Tw8GDRokXs3buXrVu3Ks1CJk+ezC233MKTTz6JxWKReO3DJF77Bj8/P/7yl7+wd+9esrKylNtds8l++ukn5syZw3/+8x9ycnJobm7GarWSmJjIPffc02lMdSXJdWhMQ+dx2tXHiRNPYlYIIYQ4MVROp9PZ1Qefd955rF27tssb//Of/8wnn3zSpccuXry43QFhWxdffDE33HADAL/++ivp6en87W9/O+y2OrsKFxERQV1dnXSL6ufKysr46aef8PDwYOnSpWRmZqJSqaisrMRkMuHl5cWIESO44YYbeP/99ykqKiI+Pr5dYeXY2FgeeeQRmaHWR0i8npqMRiOPPvpou5PpCRMmkJGRga+vL5GRkbS0tKDX6/Hx8WHZsmVUVVUpHTxdJF77FonXvsNoNLJ06VLsdjtms1mZeZaamsr5559PZmYmJSUlHZ53vDHVWUx3ts2uPk6cHBKzJ4/nG2/19hB6TNMdt/X2EIQQos87pplpdrv9mDZeXV3d5cc++eSTR31MQ0MDa9as4Z///OcRH+fm5oabm1uXX1v0HxUVFXz55ZdceOGF/P7770BrvaWwsDBKS0ux2+1kZWXh7u6u1Ik5tENZQUEBxcXFssykj5B4PTW5ug22FRAQwPr16xk4cCBr1qxRTvDuvPNOtmzZwujRoyVe+ziJ177Dz8+Pc889t9NahcOHD+f777/v9HnHG1OdxXRn2+zq48TJITErhBBCnBjHlEwzm83HtPHDHUwdD5vNxgsvvMDDDz/cY9sU/Y+r1kfb76LD4aCiooLAwED8/f1RqVQ4HI4OM9I6244Q4sToLMbMZrMSr7GxsajVaqxWK3q9Hi8vLw43UVriVYjOHa5WYWZm5hGfdzwxdbTnuO7v6uOEEEIIIfqzY0qmeXh4sH37dlJSUo762N9++63HroQ5HA7uv/9+Fi5cSEVFBXa7nWXLlnHLLbfg7e3dI68h+o4jFTd2LUlwdSRzcTgc1NbWEhwcjI+PD0FBQYdNpLXdjhCia7padNylsxhzxa3D4UCtViuP8fLyQqVSHTZmJV6FOLzOap0dLWYOvb8r8d3VbR7rawshhBBC9EfHlEy79tprueaaa1i/fj0BAQGHfVxtbS233XYbl1xySbcHCHDTTTfxwQcf8PLLLyu3nX/++SekuYHoXUcrWuzq6llTU0NSUlK7Onuenp4YDAZiY2OJi4tTun8eKjY2VukyKIQ4uuMpJt62A6+LK26LioowGAztbh83bhw2m63DdiRehTh2ncWfy6Ex1dX47uo2j+W1hRBCCCH6K/WxPHjhwoUMGDCAYcOG8dJLL3VYxllbW8uHH35IcnIy1dXV3HPPPT0yyPfffx+n09nuz6pVq3pk26LvMBqNHQ7oobXGyuuvv47RaFS6ehqNRhYuXEhSUhLQmkiLiooiISGBRYsWERoayqJFi4iNjcVqtVJfX091dTXBwcHccsstUvxYiC7qSlx2xhWrsbGxym1btmzh2muvZerUqUp3QddrPPnkkyQkJLTbhuuEXuJViPaMRiPp6emsW7eOjIyMDnHYWfxBx5g6lvju6ja7+jghhBBCiP7smLp5ApSXl3PRRReRmpqKSqVCr9czYMAATCYTdXV1APj6+vLDDz8wYcKEEzLoY+VatiCdi/q29PR0HnroocPe/8QTTyhLWYxGIyUlJbS0tGAymbDZbAwYMIDIyMh2B+oFBQVs2rSJ6upqpdOZ0WjktttuO+yMGtG7JF77lmOJy864lo8dPHiQiooKysrKgNbfE2q1mqSkJIYPH650ATy09pOcePdtEq8n37HMFD1aTB1PfHc1TiWe+yaJ2RNHunkKIcTp5ZiWeQIEBwezadMmXn75Zd5++22KioqUkyM3Nzfmz5/P008/TURERI8PVpzajqVosZ+f31EPyo1GI2+88UanjTBef/11HnnkETmwF+IoultM3M/Pj8jISP7zn/90Gos5OTkMHz5ceax0+RPi8I42k+zQ32tHi6njie+uxqnEsxBCCCFOZcecTAPQ6XTcf//93H///ZSVlbFv3z7c3d0ZNmyYtN/up461uPiJ0NNFi4uLiw/bUbagoIDi4mI50Bd9Tl+IxbZ6Ii4lFoXoGd2Jpc72LdIsQAghhBDi+BxXMq2t0NBQQkNDe2IsopccT3HxE6GnixZ3d0aNECdbX4nFtnoiLiUWhegZxxtLh9u33H777dIsQAghhBDiOBxTAwJx6jne4uInQk8XLZYr7qI/6Uux2FZPxKXEohA943hi6Uj7lrfffpubb75ZmgUIIYQQQhyjbs9ME/1bX1t+FR0dzSOPPNIjRYt7eqabECdSX4vFtroblxKLQvSM44mlI+1bcnJyaGlp6bHfu0IIIYQQpwtJpp3m+uLyq54qWuyaUfP666+3O/GQK+6iL+qLsdhWd+JSYlGInnE8sXS0fUddXZ00CxDiOJ1KHTyFEEIcG0mmneZO9eVXPTnTTYgTSWJRCNEVxxpLp/q+RQghhBCiN0gy7TR3Oiy/kivuoj+QWBRCdNWxxNLpsG8RQgghhDjZpAHBaa6ni/4LIY6PxKIQ4kSQfYsQQgghRM9TOZ1OZ28P4kSrr6/H19eXuro6Wc5wGEajUZZfiT7hdI9XiUXRn5zu8dqfyL5FgMRsTztVa6Y13XFbbw9BCCH6PFnmKQBZfiVEXyGxKIQ4EWTfIoQQQgjRc2SZpxBCCCGEEEIIIYQQXSTJNCGEEEIIIYQQQgghukiSaUIIIYQQQgghhBBCdJEk04QQQgghhBBCCCGE6CJJpgkhhBBCCCGEEEII0UWSTBNCCCGEEEIIIYQQooskmSaEEEIIIYQQQgghRBdJMk0IIYQQQgghhBBCiC6SZJoQQgghhBBCCCGEEF0kyTQhhBBCCCGEEEIIIbpIkmlCCCGEEEIIIYQQQnRRv0um1dTUEBoaSnFxcW8PRQghhBBCCCGEEEKcZvpdMu2pp57iwIEDvT0MIYQQQgghhBBCCHEa6lfJtC+++IKZM2f29jCEEEIIIYQQQgghxGmq3yTTysrKyMnJ4bzzzuvtoQghhBBCCCGEEEKI05S2twfQVS+88AJPP/10lx5rsViwWCzKz/X19SdqWEKIbpJ4FaL/kHgVon+RmBVCCCFOjD6TTFu8eDFZWVmd3nfBBRdw1VVX4e7u3qVtPfPMMzz22GM9OTwhxAki8SpE/yHxKkT/IjHbMzzfeKu3hyCEEKKPUTmdTmdvD+Jo4uPjqaioUH6uq6vD29ubf//731xxxRUdHt/ZVbiIiAjq6urw8fE5KWMWQnSNxKsQ/YfEqxD9i8RszzjdkmlNd9zW20MQQog+r8/MTDuSX375BZvNpvwcFRXFDz/8wKhRozp9vJubG25ubidpdEKI7pB4FaL/kHgVon+RmBVCCCFOjH6RTAsPD+/0Ni8vr14YjRBCCCGEEEIIIYQ4XfWbbp5CCCGEEEIIIYQQQvS2fjEz7VD9oMybEEIIIYQQQgghhDgFycw0IYQQQgghhBBCCCG6SJJpQgghhBBCCCGEEEJ0kSTThBBCCCGEEEIIIYToIkmmCSGEEEIIIYQQQgjRRZJME0IIIYQQQgghhBCiiySZJoQQQgghhBBCCCFEF0kyTQghhBBCCCGEEEKILpJkmhBCCCGEEEIIIYQQXSTJNCGEEEIIIYQQQgghukiSaUIIIYQQQgghhBBCdJEk04QQQgghhBBCCCGE6CJJpgkhhBBCCCGEEEII0UWSTBNCCCGEEEIIIYQQooskmSaEEEIIIYQQQgghRBdJMk0IIYQQQgghhBBCiC7S9vYAhBBCCCGEEEL0DZ5vvNXp7U133HaSRyKEEH2XzEwTQgghhBBCCCGEEKKLJJkmhBBCCCGEEEIIIUQXSTJNCCGEEEIIIYQQQogukpppQgghhBCiVxiNRoqLi6mvr8fX15chQ4bg5+fX28MSQgghhDgiSaYJIYQQQoiTrrCwkNdee409e/Yot8XGxrJo0SKio6N7cWRCCCGEEEcmyTQhhBBCCHFSGY3GDok0gIKCAl5//XUeeeQRmaEmuu1wXSmPRrpWCiGEOBqpmSaEEEIIIU6q4uLiDok0l4KCAoqLi0/ugIQQQgghjoEk04QQQgghxElVX1/frfuFEEIIIXpTv1vmuXLlSvbs2UN0dDRTp07Fy8urt4ckhBBCCCGOgY+PT7fuF0IIIYToTf0qmfboo48SHBzMnXfe2dtDEUIIIYQQxykyMpLY2FgKCgo63BcbG0tkZOTJH5QQQgghRBf1m2Tap59+SnFxMY8++mhvD0UIIYQQQnSDn58fixYt4vXXX2+XUHN185TmA0L0Pa6GDl1p0HBo84fuNHU4XCMJaRQhhOhN/SKZ1tLSwn333ccNN9zA9ddfT01NDc899xzx8fGdPt5isWCxWJSfpe6GEH2XxKsQ/YfEq+hJ0dHRPPLIIxQXF1NfX4+Pjw+RkZGSSOtBErNCCCHEidEvGhD8+uuvWCwWrr/+ej744APCwsI477zz2h0ctPXMM8/g6+ur/ImIiDjJIxZCdJXEqxD9h8Sr6Gl+fn6MGjWKs846i1GjRkkirYdJzAohhBAnhsrpdDp7exAAixcvJisrq9P7pkyZwueff8727dsB2LdvH4MHD2bNmjWcd955HR7f2VW4iIgI6urqpKCtEH2MxKsQ/YfEqxD9y+kes4dbHng0hy4fPN7tnKpkmacQQvShZZ5PPvnkYe977rnnsNvtys8RERH4+flRXV3d6ePd3Nxwc3Pr8TEKIXqexKsQ/YfEqxD9i8SsEEIIcWL0mWTakYwcOZInnngCp9OJSqUCQKvVkpCQ0MsjE0IIIYQQon+TmT/tyUy0Izuez6crz+ns+3ak58n3VgjRm/pFzbQZM2YQGRnJ6tWrAcjPz2fYsGGMGjWqdwcmhBBCCCGEEEIIIU4r/WJmmkajYfny5fzjH/8gLy+PwsJCPv/8894elhBCCCGEEEIIIYQ4zfSLZBq0tk//4osvensYQgghhBBCCCGEEOI01i+WeQohhBBCCCGEEEII0Rf0m5lp3eF0OoHWduBCiJPP29tbaR5yNBKvQvQuiVch+o9jiVdojdnwOz9j0oub2j8vsPPHj3psDQDtXuH/P0/V8aYT4v/vZv738/+/0fn//+10/u82hxMcTifO//83ISduXKLnDVu8Cvj//58ug459OwkPrUKlUqGi9bupovUfbX9WvrJH+T5HDfDgsVlxRPgbjn0ghzjWeBVC9G2nRTKtoaEBgIiIiF4eiRCnp7q6Onx8fLr0WIlXIXqXxKsQ/cexxCu0xqzG4EODxd7u9qD9gzt9vBFbt8bX2w73vk4Eh60F7NaT9no9S4XazaO3B4EZR4fbjuf/sLmT7Ryv6qY6Jsy+msbMtd3e1rHGqxCib1M5nYde7zn1OBwOysrKeuRqQH19PREREezbt69f7Qxl3Cdffx37iRj3scSexKuMuzf017FLvPa+/jpu6L9jl3H/z7HGXk/FrPwfnHz9dewy7v+RmWlCnFpOi5lparWa8PDwHt2mj49Pv/qF4CLjPvn669h7a9wSr/8j4z75+uvYJV57X38dN/Tfscu4j11Px6z8H5x8/XXsMm4hxKlGGhAIIYQQQgghhBBCCNFFkkwTQgghhBBCCCGEEKKLJJl2jNzc3HjkkUdwc3Pr7aEcExn3yddfx95fx92Z/vpeZNwnX38de38dd2f663vpr+OG/jt2GXfv66/vpb+OG/rv2GXcQohT1WnRgEAIIYQQQgghhBBCiJ4gM9OEEEIIIYQQQgghhOgiSaYJIYQQQgghhBBCCNFFkkwTQgghhBBCCCGEEKKLJJkmhBBCCCGEEEIIIUQXnRbJNKfTSX19PdJrQYi+T+JViP5D4lWI/kViVoj+Q+JViL7ttEimNTQ04OvrS0NDQ28PRQhxFBKvQvQfEq9C9C8Ss0L0HxKvQvRtp0UyTQghhBBCCCGEEEKIniDJNCGEEEIIIYQQQgghukiSaUIIIYQQQgghhBBCdJG2twdwPDZt2sTmzZuJiYlh8uTJBAYG9vaQhBBCCCGEEEIIIcRpoN8l095//30KCwt56qmnensoQgghhBBCCCGEEOI006+SaevWrWPJkiWsXbu2t4cihBBCCCGEEEIIIU5D/SqZdvfddzNx4kTuuOMOCgsLefjhh5k4cWKHx1ksFiwWi/JzfX39yRymEOIYSLwK0X9IvArRv0jMCtF/SLwK0b/0mwYEeXl57NixgxtuuIF//etfTJ8+nZkzZ1JRUdHhsc888wy+vr7Kn4iIiF4YsRCiKyReheg/JF6F6F8kZoXoPyRehehfVE6n09nbg+iKb775hptvvpmqqioAzGYzgYGBvPTSS9x8883tHttZVj8iIoK6ujp8fHxO6riFEEcm8SpE/yHxKkT/IjErRP8h8SpE/9JvlnnabDZsNpvys7u7O3FxcVRXV3d4rJubG25ubidzeEKI4yTxKkT/IfEqRP8iMfv/2LvzuKiq//Hjr9lghn2TRUTZRBEU99wzc8XcglLb9zSzstL2NCvLTC0103atzI9LuVPmbu6KsrmxKyCLwrAM2zAzvz/8zf2C4IYgoOf5ePBQZ4Y7h5Fz7rnv+z7vIwhNh+ivgtC0NJllnh06dCA/P1/KTANQKpUEBgY2YKsEQRAEQRAEQRAEQRCEu0mTCaa1bduWoUOHsnr1agC0Wi2lpaUMHz68gVsmCIIgCIIgCIIgCIIg3C2azDJPgF9//ZVXXnmFkpISzp07x8qVK1GpVA3dLEEQBEEQBEEQBEEQBOEu0aSCaS4uLqxYsaKhmyEIgiAIgiAIgiAIgiDcpZrMMk9BEARBEARBEARBEARBaGgimCYIgiAIgiAIgiAIgiAIN0gE0wRBEARBEARBEAShHhQWFjZ0EwRBqAcimCYIgiAIgiAIgiAIdSw5OZlevXo1dDMEQagHIpgmCIIgCIIgCIIgCHVo7969dO/endjY2IZuiiAI9aBJ7eYpCIIgCIIgCIIgCI3ZTz/9xIQJE9Dr9XTu3LmhmyPUI+tF39b4uO7libe5JcLtJjLTBEEQBEEQBEEQBOEWGQwG3nzzTZ599ln0ej0PPfQQe/fubehmCYJQD0QwTRAEQRAEQRAEQRBuQUFBAaNGjWLu3LkATJ8+nZUrV2JlZdXALRMEoT6IZZ6CIAiCIAiCIAiCUEtJSUmMHDmSuLg41Go1P//8M+PGjWvoZgmCUI9EME0QBEEQBEEQBEEQamH37t2EhYVx6dIlPDw8WL9+Pd26dWvoZgmCUM9EME0QBEEQBEEQBEEQbtKPP/7IxIkT0ev1dOnShfXr1+Pp6dnQzRIaMbFhwZ1D1EwTBEEQBEEQBEEQhBtkMBh4/fXXee6559Dr9Tz88MPs2bNHBNIE4S4igmmCIAiCIAiCIAiCcAPy8/MZMWIE8+fPB8RGA4JwtxLLPAVBuCNptVpSUlIoKCjA3t6eVq1a4eDg0NDNEgRBEG6AGMMFQbhZt2PcSExMZMSIEZw6dQqNRsOyZct46KGH6vQ9BEFoGkQwTRCEO05SUhILFiwgMTFReszf35/Jkyfj6+vbgC0TBEEQrkeM4YIg3KzbMW7s2rWLsLAwcnNzad68OevXr6dr1651cmxBEJoescxTEIQ7ilarrTaZAkhISGDhwoVotdqGaZggCIJwXWIMFwThZt2OceO7775j0KBB5Obm0q1bN44cOSICaYJwlxPBNEEQ7igpKSnVJlNmCQkJpKSk3N4GCYIgCDdMjOGCINys+hw3KioqeO2113jxxRepqKhg3Lhx7N69m+bNm9f6mIIg3BnEMk9BEO4oBQUFt/S8IAiC0HDEGC4Iws2qr3FDq9Uybtw4/vnnHwBmzpzJ+++/j0wmq9XxBEG4s4hgmiAIdxQ7O7tbel4QBEFoOGIMFwThZtXHuJGQkMCIESM4ffo0Go2G5cuXEx4eXtsmCoJwBxLLPAVBuKN4e3vj7+9f43P+/v54e3vf3gYJgiAIN0yM4YIg3Ky6Hjd27txJ9+7dOX36NJ6envz3338ikCYIQjUimCYIwh3FwcGByZMnV5tUmXd0qust0gVBEIS6I8ZwQRBuVl2OG9999x2DBw8mLy+P7t27c+TIETp37lzHLRYE4U5Q62Wen3zyCe+//36Nz+3btw97e3uCg4Nr3TBBEITa8vX1Zfr06aSkpFBQUICdnR3e3t7iIkwQBKEJEGO4IAg361bHjYqKCt544w0WLFgAwPjx4/nxxx/RaDT12GpBEJqyWgfTduzYcdVgWu/evXnyySdZtmxZrRsmCIJwKxwcHOjYsWNDN0MQBEGoBTGGC4Jws2o7bmi1WsaOHcvWrVuBy0kj7777rthoQBCEa7qpYNrMmTOlrYVPnz7NM888U+PrMjIyiIyMvOXGXU15eTndunXj66+/pn///vX2PoIgCIIgCIIgCMKdKSEhgQceeIAzZ85gZWXFr7/+yoMPPtjQzRIEoQm4qWDaBx98wPfff89rr71GaWkpv/zyS42vc3Z25rPPPquL9tXoiy++kIJ6giAIgiAIgiAIgnAzduzYQXh4OHl5ebRo0YINGzbQqVOnhm6WIAhNxE0F02QyGS+88ALBwcF8/PHHRERE1Fe7rmrfvn14enri6Oh4299bEARBEARBEARBaNqWLFnCyy+/jMFg4J577mHdunW4u7s3dLMEQWhCarWbZ69evfjyyy+v+Zq9e/fWqkHXUlRUxNq1a3n66afr/NiCIAiCIAiCIAjCnauiooKXX36ZiRMnYjAYePTRR9m1a5cIpAmCcNNqvQFBUFDQVZ/LzMzkscceIzU1tbaHr9Hs2bN5++23r/u6srIyysrKpH8XFBTUaTsEQag7or8KQtMh+qsgNC2izwrC/8nLy+Phhx9m27ZtAMyaNYu333670Ww0IPqrIDQttQ6mRUdH8/LLLxMZGUlJSUldtqlGERER3HPPPbi6ul73tZ999hkfffRRvbfpZmi1WmmrZnt7e1q1aiW2eBcEbm9/Ff1QEG5NYzy/CncfMZbfONFnhTtNbfv/2bNnGTFiBGfPnsXa2prffvuN0aNH13t7b4bor4LQtMhMJpOpNt8YGBiIXq+nS5cuWFlZVXnu0qVLbN68GYPBUCeNBBg4cCBHjx6V/l1QUICVlRXvv/9+tWy1mqL6Xl5e5OfnY2dnV2dtulFJSUksWLCAxMRE6TF/f38mT56Mr6/vbWuHmHwKjdHt6q+NoR+KPig0dY3t/CrcfSqP5SqVii5duuDl5YWrqyseHh5iXL2C6LNCQ6iv+U5t53Lbt28nPDwcrVaLl5cXGzduJCQk5JbbU9dEf22arBd9W+Pjupcn1snrhcar1plpKpWKmJgYlMqaD9GzZ89aN6omv/32G6WlpdK/+/Tpw5dffsnQoUOrvdbS0hJLS8s6ff/a0mq11QZ9uLwN88KFC5k+ffptmfQ1hkCCINTkdvTXxtAPRR8U7gSN6fwq3H0qj+UqlYphw4axcuVKYmNjsba2JiAggMDAQDGuViL6rHC71dd8p7ZzucWLF/PKK69gMBjo2bMnf/31F25ubrVuR30S/VUQmpZabUAAMGTIkKsG0uDywFWX3N3d8fb2lr6USiXu7u6N/u5jSkpKtUHfLCEhgZSUlHpvw/VOPlqttt7bIAgNqaH7oeiDgiAIt67yWN6lSxcpkAag0+koKSkR46ogNKD6nO/c7FxOr9fz0ksvMWnSJAwGA48//jg7duxotIE0QRCanloH0yZMmMCKFStqfK68vJyxY8fWulF3kusVjrwdhSUbOpAgCA2tofuh6IOCIAi3rvJY7eTkJAXSzPR6PSDGVUFoKPU537mZuVxubi7Dhg3j22+/RSaT8fnnn7Ns2TLUanWt318QBOFKtV7mOXz4cDIzM3n//ferPZeXl3dbLk6bguutb7/a83VZa6ChAwmC0NBq2w9rUpu+KfqgIAhC7VQec00mE3q9HpVKVaX0h5lKpZL+LsZV4U7Q1Gqt1ud850bncmfOnGHEiBHEx8djbW3NihUrGDlyZK3fVxAE4WpqHUzz8PBAoVDg4uKCXP5/CW4mkwmZTCYmMf+ft7c3/v7+JCQkVHvO398fb2/vao/Xda2BugwkCEJTVJt+WJPa9k3RBwVBEG7elWNujx49UCqVFBcXV8swsba2RqPRSP8W46rQ1DXFWqv1Od+5kbnc1q1befjhh8nPz6dly5Zs3LiRDh061Po9BUEQrqXWyzxfeukl4uLi2L17Nzt37pS+du3aRUJCAm3btq3LdjZZDg4OTJ48GX9//yqPm0+GV95dqo9aA+aTT01uJpAgCE3VzfbDmtxK3xR9UBAE4ebUNOYeO3aMUaNGodFoyMnJITg4GLgcSPPx8ZEy08S4KjR1TbXWan3Od641l3v55Zf57bffCA0NJT8/n969e3PkyBERSBPqlPWib2v8Eu5etc5MCw0Nlf6u0+mwtramoqICpVKJTCbj8OHDddLAO4Gvry/Tp0+X0rTt7Ozw9vau8QL+RmoNdOzY8abe33zyWbhwYZW7OTcTSBCEpu5m+mFNbqVvij4oCIJwc2oac/V6PREREfTs2ZO+ffsycOBAfvrpJ9LS0qoE0sS4KjR19XE9cDvU93ynprmcp6cnH374IUuWLAHgySefZOnSpWJXTEEQ6l2tg2nW1tYsXryYWbNmoVarSUhIIDk5mffee4/nnnuOwYMH12U7mzwHB4cbOunVV62BWw0kCMKd4Eb7YU1utW+KPigIgnDjrjam6vV6Dh48SN++fenVqxft2rUT46pwx2nKtVbre75TeS6Xm5vLQw89xI4dO5DJZMyePZs333wTmUxWJ+8lCIJwLbUOps2aNYv3338fZ2dnrKysAGjdujVffPEFAQEB/P777zz00EN11tD60BiLetZnrYFbCSQIQlNVV/28Lvqm6IOCIAg3pvKYqlKp6NKlC05OTpSWlqJWq3F0dATEuCrcmZp6rdWb6Ze1naedPn2aESNGkJCQgI2NDStWrGDEiBG31nBBEISbUOtg2uLFi1m2bBmPP/449913n/S4t7c3zZs3Z/r06Y06mNZYi3rWVaF0QRDqtp+LvikIgnD7mMfc1NRUhg0bxsqVK4mNjQUur444efIkU6ZMabSF2AXhVtwtc47aztP++ecfxo4dS35+Pt7e3mzYsIH27dvfjiYLgiBIar0BQatWrXj88ccBqqTSVlRUkJWVRXJy8q23rp405qKedVEoXRCEuu/nom8KgiDcPuYxd+jQodUCaT4+PqSkpDT4nE0Q6svdMOeozTzNZDKxYMGCKhsNHDp0SATSBEFoELXOTHNwcKCoqAgbGxtMJpP0+IIFCygrK2vUg1pjL+opaisJwq2rj34u+qYgCMLt4+vrS6dOnfj999/x8/NDpVKh0WikzQYaw5xNEOrLnT7nuNl5ml6v5+WXX+a7774D4Omnn+bbb78VGw0IgtBgah1Me+WVVxg6dCgffPABpaWlHDhwgLVr1/LVV18hk8n48MMP67KddaopFPUUNUAE4dbUVz8XfVMQBOH2KSkpuWZ9qMYwZxOE+nInzzluZp526dIlwsPD2bVrFzKZjDlz5vD666+LjQYEQWhQtQ6mDRkyhOLiYiZOnEhKSgp9+vTBZDLh7u7O7NmzCQsLq8t21qmmXtRTEITrE/1cEASh6RNjuSDcmW60b588eZIRI0aQlJSEra0tf/zxB8OHD78dTRQEQbimWtdMAxgzZgxJSUmcPXuWvXv3EhMTQ1pamlRLrbEyF/WsyZ1U1FMQ7mainwuCIDR9YiwXhDvTjfTtiIgIevbsSVJSEj4+Puzfv18E0gRBaDRuKZhm5u/vT69evQgKCkIuv3zI/v3718Wh68XdUNRTEO52op8LgiA0fWIsF4Q707X69ssvv8zPP//MAw88QEFBAf369ePw4cMEBwc3UGsFQRCqq/UyT4PBwC+//EJkZCSlpaVVNiHIyspi7969ddLA+nKnF/UUBEH0c0EQhDuBGMsF4c5UU99u3rw57733Hj/88AMAzz77LIsXL8bCwqKBWysIglBVrYNpzz33HMuWLbvq802hIOSdXNRTEITLRD8XBEFo+sRYLgh3psp9++LFi4SFhbFnzx5kMhlz587ltddeaxLXlYIg3H1qvcxz48aN/PPPP5SWlmI0Gqt8XbhwAXd397pspyAIgiAIgiAIgnAHiouLo3v37uzZswdbW1s2bdrElClTRCBNEIRGq9aZaffeey+DBg2q8Tk3Nze++eabWjdKEARBEARBEARBuPNt2bKFcePGUVhYiK+vLxs3bqRdu3YN3SxBEIRrqnUwrWfPnly8eBEXF5canz9w4ACjR4+u7eHrRUxMDEFBQaLGhiDcAbRarVRjw97enlatWom+LQiCcAcS470g1J+G7F8mk4n58+czdepUjEYj9957L2vWrLnq9aUg3A7Wi75tVMcRGq9aB9Nee+01PvzwQ4YOHVrtuaysLL799ltmz559S42rax9//DGBgYFMnjwZX1/fhm7OLROTS+FulZSUxIIFC0hMTJQeM+/sdrv6tuh/giAI9a+m8b5t27a8+OKLFBUViTFYEG5BQkIC+/fv59KlS6jVanJzc9FqtUycOLHe51Pl5eVMnDiRn376Cbhcj/ubb74RGw0IgtBk1DqYNmvWLD7//PMaA2Ymk6nRrm9PSEhg4cKFTJ8+vUlPuhpDMEEQGoJWq632uw+3t2+L/icIglD/ahrvVSoVAQEBvPbaa1RUVKBSqQAxBgvCzTp16hRTp07lyJEj0mPBwcGMGzeOb7/9lvfee6/e5lM5OTmEhYWxd+9e5HI58+bN45VXXmm014+CIAg1qfUGBF999RVTp05ly5Yt7Nixo8rX77//jrW1dV22s04lJCSQkpLS0M2otesFE7RabcM0TBBug5SUlGq/+2a3o2+L/icIgnB71DTed+nShZUrV3LkyBFKSkqkx8UYLAg3TqvVMnfu3CqBNIDY2FhWrlyJg4NDvc2nYmNj6d69O3v37sXOzo7Nmzfz6quvikCaIAhNTq0z03r16nXNZZzJycm1PfRtUVBQ0NBNqLUbCSaI7eOFO9X1+m59923R/wRBEG6PmsZzJycnYmNjAdDr9VWeE2OwINyYlJQUTp48WeNzsbGxhIeH18t8atOmTYwfP56ioiL8/PzYuHEjgYGBdf4+giAIt0OtM9MGDhxIWVnZVZ/39PSs7aFvCzs7u4ZuQq01dDBBEBrS9fpuffdt0f8EQRBuj5rG89LSUunv5iWelYkxWBCur6CgoMb+Y1ZaWlqn8ymTycSXX37JyJEjKSoqon///hw6dEgE0gRBaNJqHUwLDQ1l4cKFnDt3rtrX4cOHeeutt+qynXXK398fb2/vhm5GrTV0MEEQGpK3tzf+/v41Pnc7+rbof4IgCLdHTeO9Wq0GwNraGo1GU+17xBgsCNdnZ2eHRqO5alkeZ2fnOptPlZWV8eyzzzJ16lRMJhMvvvgiW7duxdnZuU6OLwiC0FBqHUzr0aMHb731Fj4+PtW+evbsSU5OTl22s86YC9Q25c0HGjqYIAgNycHBgcmTJ1frA7erb4v+JwiCcHvUNN7n5ubSrVs3fHx8qmXWiDFYEG6Mt7c3gYGB+Pj4VAuodevWjV69etXJfCo7O5uBAwfy888/I5fL+frrr/n222+vmRUnCILQVMhMJpOpNt/40EMP4eDggIeHBwqFospz58+fZ9myZdVqWdyqP//8kzfeeIOCggIee+wx5s6di1J5/bJv5m3T9+7dS3BwcJMOpJklJSWxcOFCEhISpMfETlbCncDcX/Pz86+ZYaDVaklJSaGgoAA7Ozu8vb1vW98W/U8QLrvR/ioIt6LyeG9vb4+FhQXfffedGINrQfRZwcw8lzl16hQlJSXo9XratWvHm2++Sdu2bW/5+DExMYwYMYLU1FTs7e1ZtWoVgwcProOW3z1Ef20Y1ou+bZD31b08sUHeV6i9Wm9AMG7cOMLCwq76fHl5eW0PXaNz586xbt061qxZw6lTp5gwYQJeXl68+eabN3yMDh063DEDka+vL9OnT2+wYIIgNDQHB4cGKzIt+p8gCMLtU9N4L8ZgQbg19TmX2bhxI4888ghFRUX4+/uzcePGOgnQCYIgNCa1DqZdK5AG3FDG2M1ITU3lp59+QqlU0qVLF2JiYti5c+dNBdOeeeYZxo0bx7Bhw65aI6ApachggiDc7UT/EwRBaDhiDBaEW1fX/chkMjFnzhzefvttTCYTAwYMYPXq1Tg5OdXZewiCIDQWtxTx2r9/P0ePHqWwsBCDwSA9fuHCBX777Td++umnW26gWd++fav8u3nz5lfdsamsrKzKTqPm161du5a1a9ei0WgIDQ0lLCyM4cOH3zHZaoLQFF2tvwqC0PiI/ioITYvos8LtUlZWxgsvvMDy5csBmDBhAgsWLBD10W6C6K+C0LTUOpg2depU5s6de9XnZTJZbQ99Q44cOcK0adNqfO6zzz7jo48+qvb45MmT2bRpE8nJyVJgzdLSksGDBxMeHs6IESNwdHSs13YLglDV1fqrIAiNj+ivgtC0iD4r3A7Z2dmMGTOG/fv3o1Ao+Prrr5k0aVJDN6vJEf1VEJqWWm9A4OjoyOeff06/fv3QaDRVgmeXLl1i+PDhXLhwoc4aWll8fDxLliy5ajCvpqi+l5cX+fn52NracuLECVavXs3atWs5e/as9DqVSsX9999PWFgYo0ePxsXFpV7aL9y8K4sPt2rVStRGuUNcq7+KrNE7g+i/dw7RXxsP0a+EGyH6rFDfoqOjGTFiBOfOncPe3p7Vq1czaNAgQIxTN0v018ZBbEAg3KhaB9NGjx7NunXrrvr8b7/9xmOPPVbbdl1VRUUF77zzDp9++ikWFhY39D1X2wnFZDIRGxsrZanFxsZKz8nlcu69917Cw8MZM2YMHh4edf6zNFW3+8SYlJTEggULSExMlB4Tu3bducy/V2+99RZjxoyha9eu1XYMvlvcCZNQ0X/vbHfrTmMN3TdFvxJq627ts0L9WL9+PY8++ig6nY7WrVuzceNG2rRpA9TdONXQ421DEv21YYhgmnCjah1M++mnnwgNDcXd3b3G51966SUWL158S42ryWeffcazzz6Lq6vrDX/PjQ5EZ86ckQJrkZGR0uMymYw+ffoQFhbGgw8+iJeX1y39DE3Z7Z7Aa7VaZsyYUeX9Kr/v9OnT75oT6t3C3F/NXFxcGDJkCKGhoQwZMgRnZ+cGbN3tcydcLIv+e+e7Gyf6Dd03Rb8SbsXd2GeFumcymZg9ezbvvvsuJpOJ+++/n9WrV0vlcupqnGro8bahif7aMEQwTbhR8ht50fLly6t9KZVKJkyYUONzX375JT///HOdN/aTTz6hS5cuFBcXk5SUxE8//URCQkKdHb9Nmza8++67HDt2jMTERL744gvuueceTCYTe/fu5bXXXqNly5b06NGDOXPmkJSUVGfv3RRotdpqJzSAhIQEFi5ciFarrfP3TElJqfFEbH7flJSUOn9PoXEYPXo0dnZ2XLx4kd9//51HH32UZs2a0bNnTz7++GOOHj2K0Whs6GbWi4boa/VB9F/hTtMY+qboV4IgNKTS0lKefPJJ3nnnHUwmEy+99BIRERFV6k7XxTjVGMZbQRCEa7mhDQi++uoroqKiqCmJbcOGDTV+T11vQPDxxx/z4YcfVnmsbdu2PPPMM3X6Pma+vr5MnTqVqVOncv78ef7880/WrFnDvn37OHToEIcOHWLatGl07tyZsLAwwsPDCQgIqJe2NBY3cmKsy+21tVotFy9eZMCAAajVanJzczl48CAFBQXo9XpUKhWXLl2qs/cTGpdly5ah0Wg4cOAAW7ZsISIigujoaA4ePMjBgwf58MMPcXV1ZdiwYYSGhjJo0KA7ZgOR293X6ot5Fyq9Xk9JSYnUbzUaDSqVisLCwrt6+YbQ9DSGvll5dzeVSkWXLl1wcnKitLQUtVqNXq+/6WOKfigId7crx4BmzZqRk5NDfn5+lTEhKyuL0aNHc/DgQRQKBQsWLOCll16qdrzr7UJ5I7tUNobxVhAE4VpuKJj22muvsX79el544QXUavV1X3/+/HlefPHFW25cZR988AEffPBBnR7zRnl5efHqq6/y6quvcuHCBdatW8fq1avZvXs3kZGRREZG8t577xEcHEx4eDhhYWEEBQXV+46mt1tdnBhrUtMkPjc3l3nz5hEZGUl+fj5yuRxfX1/69evHvHnzKC8vR6FQkJ6eTlJS0l2R6n03UqlU9OvXj379+vH555+TlpZGREQEW7ZsYdu2bWRnZ7Ns2TKWLVuGQqGgZ8+ehIaGEhoaSocOHZpsH6yvvlbfKvdljUaDWq1Gp9ORkJBAaWkpAAaDASsrKwICArCwsKi2DORuWr4hND2NoW+al/qoVCqGDRvGypUrpZqvJpOJ4cOHM2HCBMrKytDr9bi4uFwzOJaUlMS8efOIiYmRAt4dOnRgypQpoh8Kwh1Mq9WSmppKcXExP/74I2fOnMFgMCCXy/H09GTQoEFs2bKF4uJiWrRoQZ8+fXjnnXfIzMzE0dGR1atXc//999d47OstSbyRJYuNYbwVBEG4lhsKpo0fPx53d3cGDx58wwfOyMiodaMaMw8PDyZOnMjEiRPJyclh/fr1rFmzhu3btxMbG0tsbCwzZsygTZs2UsZax44db/tFfX3cZa6LE+OVaqqFMHr0aA4cOMCOHTsoKiqiqKiIiooKzp8/j0wmY/Dgwfzxxx906tSJU6dOsXPnTmbMmEGrVq1u+v2FpqVFixY8//zzPP/885SXl/Pff/9JWWsnT57kv//+47///uPdd9+lefPmUtbawIED66TWxO3K3qiPvlbfYmJimDt3LnFxcVLWWYcOHQgPD+edd94BoLy8HKPRSFFREU8//TQLFy7kwoULWFlZSccxL98QdZ+Exqgx9E1vb2/8/f1xcXGpEkgzGAwolUpiY2N5++238ff3Z/v27fj4+NChQwcmT56MWq0mPj6evLw8nJycaNWqFV988QVbt25Fp9NJ73H+/Hn0ej2ff/55rfuhyHYThMYrKSmJOXPm4OLiIs2lS0pKsLKyori4mNOnTwPQsWNHfvnlFw4ePMjPP/+M0WiUAmldunThxIkTNfZx8zhVUzkef39/vL29r9vGxjDeCoIgXMsNBdNUKtUNBdKOHTvGnj176Nu3L9OmTbvlxjV2zZo147nnnuO5554jNzeXjRs3smbNGrZu3cqZM2eYNWsWs2bNwtfXVwqsdevWrd4Da/VVrLMuToyVXa0WgrW1NRs3bsRkMiGTybCysqKoqIj8/Hx27tzJl19+SXR0NEOGDGHp0qVYWlrSrVs3evXqJdK97yIWFhYMGDCAAQMG8OWXX5KSkiJlre3YsYOMjAx+/PFHfvzxR5RKJX369JGy1tq1a3fT/fB2FsGt675W32JiYnjttdf477//UKlUlJeXY21tjVqtpqSkhJdeeom5c+dKF/sdOnQgKCiIdevWUVRUREBAACqVSjqeWL4hNFaNoW86ODgwefJk/vvvvyoZaQqFgpYtW5KcnExBQQEDBw5Ep9ORnJyMSqVi1qxZeHt7s3DhQulYH3/8MYcOHaKkpKTKe+h0OrZu3cqzzz5Lt27dbrqNd3vRcEFozLRaLbNmzWLjxo188sknLFiwgIKCAmQyGSqVCoPBQGFhIdu3b2fo0KFkZ2dLwfa2bdvi5+dHTk4O77//PqmpqdJxK/dx8zi1cOHCKuOl+TU3ElhvDOOtIAjCtdR6N8+AgAA0Gg1jx47l3XffZdOmTYwZMwYLCwsUCgW//PILDz74YF23t1Zu904oBQUFbN68mbVr17Jly5Yqk1QvLy/CwsIICwujV69eyOU3tAfEDavvXb6SkpKuemKsPEG+kTvSJ06cqHHp7tixY5kwYQIWFhZYWloydOhQfHx8KC8vx8LCgp49e7Js2TLWrl1LWVkZAQEBjB07lmPHjvHdd9/RvHnzWv98QsOri/5aWlrKnj17iIiIYPPmzcTHx1d5vmXLllLW2oABA7Cxsbnm8Rpi97wb7Wv14WYySjIyMli3bh1vvPEGzZo1w8bGBr1ej1wuR61Wk5yczKJFi0hKSsJkMtGmTRtpyWdubi5nzpwhJSWlWgmBqVOn0q9fv3r9OYVbdzfuNNaQfbOy7du3M3PmTKlGWm5uLjY2NrRp04bWrVvj5eVFVlYWycnJJCYmkpGRwYwZMzh16hSWlpYkJyfj6+vLF198gaura43FvH/88UceeOCBm2qXebw8ffp0tVqJgYGBIuu0gd2NffZucaPn7oMHDzJq1ChKSkpYsWIFhw8fRq/XY2lpSVJSEn/++Sfl5eWYTCa6du3KwYMHAdBoNMycOZOysjJ27NhBRUVFtd+hK+dEldtkZ2eHt7f3TfX/xjLeNhTRXxuG2M1TuFE3lJlWk5SUFA4cOECXLl3Q6/VMmjSJdu3asXv3bsrKyggPD280wbTbzc7OjvHjxzN+/Hh0Oh0RERGsXbuWTZs2cf78eb766iu++uorPDw8GDNmDOHh4fTt2xelstb/HZL6Ltbp6+vL9OnTr3livNE70jXVOlCpVNjb21NeXo5MJuOVV15h48aN/PrrrxgMBuDysmN/f3/pe4xGIxYWFhw5coT4+HisrKzE0pK7nFqtZvDgwQwePJj58+eTkJAgBdZ27drFuXPnWLp0KUuXLsXCwoJ+/fpJWWsBAQHVstYaogjujfS1+nCzGSVnzpwhOzubVq1akZmZSUZGhtRXAwMDkcvlnD9/nnnz5vH6668zf/58oqOj8fHxISMjgzZt2vDkk0+yY8eOKoXTxaRRaKwaqm9eydnZWeonly5dori4mOeff57ffvuNP/74g4CAAJKTk+nQoQOPP/44n376KTExMcyZMweAkJAQBg8eTGFhIZ6enjW+x43Uyb1SSkoKMTExJCcnV1k6am1tjV6vF1mnglAPbuTcbQ5sZWRkUFxczBtvvMHvv//OypUrpe/p3Lkzb7zxBrNnz6asrEwKpNna2qLRaLC2tsba2prY2Fj8/PyqtePKOZGDg0O9X3cIgiA0lFpHbzp27EiXLl0AWL58OefPn+d///ufNLgZjcY6aWBTZ21tTXh4OOHh4ZSUlLB161bWrl3Lhg0buHDhAosXL2bx4sU0a9aM0aNHEx4ezn333VdlydPNuB3FOq91YrzeNtaV71bVdLFsDs4GBQURGBjI+vXriYmJkZZ82traSpksL774IuvWraN9+/bSFtsXL14UBc2Fasy/A5MnT6a4uJidO3fy999/s3nzZpKTk9m2bRvbtm3j9ddfx9fXl9DQUIYNG0b//v2xsrJqsCK4tzoJvVk303/h8uQ9PT0dT09PLly4QFFREXK5HIVCgUwmo6ioCI1Gg5WVFU8//TRbt27l5MmTmEwmjEYj1tbWREdHs2bNGgYNGiRN2sXyDaGxq+u+WZv6Yq6urri5uXHy5EkABg8ezJ9//klUVBR2dnYUFxcDEB0dzapVq+jfvz9KpRKFQoFCoeDUqVOcOHGCwYMHS+fQyoKDg3Fzc7vpn+XSpUvVAmmAtORU7MItCHXrRs7dubm5LFiwgHPnzvHMM8/w4IMP8vfff6PX67G3t6ewsBCZTEZ0dDQ6nU5aOWNtbY2npycWFha0bt2a/Px8LC0tAa56rVLXc6LbPRcSBEG4UbVeY2hhYUF5eTlarZaPP/6YUaNG0aNHD+ByQCM6OrrOGnmn0Gg0jBo1iuXLl5Odnc3mzZt55plncHJyIicnh++//54hQ4bg5ubGU089xaZNmygrK7up92joYp03ksFjZq6FUJmTkxP//vsvzzzzDN26dSMqKgqTyYTJZMLBwYGWLVuSlZXFgQMHpLtTU6ZMYf/+/ZhMJlQq1VUnEzUtYRHuPlZWVgwfPpyFCxeSmJjI6dOnmTdvHoMGDcLCwoKkpCQWLVrE8OHDcXZ2JjQ0lM2bN1e7MKzsTsmiupn+a568W1lZodFo8Pf3x2QyUVFRAVyu4aTRaOjTpw+XLl3C0dGRAwcOUF5ejrOzMyqVChcXF+zt7YmJiZECBzdTT0UQ7gRJSUnMmDGDDz74gDlz5vD+++/z0UcfkZSUdM3vmTdvHvfccw8ajYbc3Fx8fHw4ceIEDg4OuLm5kZGRQUVFBXK5nOPHj9O9e3dSUlJwcXGhefPmuLu7s2HDBl599VU6d+5cpexEcHAwzz//PF5eXjf98yiVyquOlzqdrk6y8AVB+D/XO3fHx8dLgbRhw4Yhl8vp3bs3x48fJycnh1atWmFra4vBYKCiooIzZ85QUlKCm5sbAwcORCaToVarGTRoEK6urlKGmkajqfE975Q5kSAIwvXUekYzYcIEgoODKSwspLy8nHnz5gGXC1G/8MIL0h1RoWYWFhbSsrIlS5awe/du1q5dy59//kl2djbLli1j2bJl2NraMmLECMLCwhg6dGiVXe9qUhfFOm9lB66byeCpqThpaWkpu3btIiQkBEtLS+kC3cLCAr1ej1KpxNraGj8/P7y9vaUiqp9++imlpaWUl5fz1FNPoVQqOXXqlFQHQhQ0F2oik8lo06YNbdq0YcqUKRQVFbF9+3ZpI4Pz588TERFBREQEcPkOraurK66urjg5OaFQKG5rFlV97453M/3XPHnv3r07ubm5PPDAAxgMBmJiYjAajbi7u+Pq6krHjh3Jy8sjODiYgIAAaQwzB90CAgLIz8/HwcGBGTNmYDQaSUtLo7CwUCzRFhqF+ux3N5sNeuX3nD9/nmeffRa1Wk15eTmBgYEolUri4+MxGo0olUrUajUKhQInJyeOHz9OQUEBaWlp0vHi4uJ49tlnGTFiBBkZGWg0Gjw9PXF2diY6Ovqmf2Z7e3vuvfde4uLikMvl6PV68vPzMRqNBAcHX3ceIwjCzal8blapVHTp0gUnJydKS0uxtLREp9Ph6+tLz549SUxMpH379hQVFeHj44NarUaj0eDu7o6FhQU5OTnA5YD6+++/T15eHuPGjWP79u189tlntG7dmtdee43BgweTnp5erS0is1wQhLtJrYNpjz32GN26dSMmJoY+ffrg7u4OQHx8PG+++WadNfBuoFKpGDhwIAMHDmTRokXs27ePNWvW8Oeff5Kens6KFStYsWIFVlZWhIaGEh4eTmhoKLa2ttWOdau759zqDlyOjo6EhoZSWlqKWq0mNzeXY8eOSbWQrrxbdWUtBJPJRIsWLZg7dy7Tpk1DoVBIGS5FRUXk5ORIx8rMzGTFihV8+eWXrFu3jm3btlFQUIDRaKRdu3Y8/fTTPPDAA2zatAm9Xl9vS/GEO4eNjQ2jRo1i1KhRmEwmTp48yZYtW4iIiGDv3r3SMqXk5GRp57zu3buj1Wpvey0zlUrF0KFDCQoKwmAw1MlF/s1ktpr70/r163nuued47LHH6N+/P2PGjKG0tJSQkBC2bNnCvHnzpAw0uVxOamoqpaWlWFhYYDQasbOzw9PTE0tLSz744AOMRqO0dEQs0RYaWn3vSnllRsmVF8JRUVGEhIRU6dfm71GpVAwYMIDvvvuOEydO8Prrr3Py5EmcnZ1p06YNer1eKv6fl5dHUVERaWlpVc6FSqUSg8HAzJkzmT17Ns2bN0etVrNs2bKr7tJ3vc9ryZIldOzYkeTkZKKjo7G1tcXT0xNXV1cefvhhLCwsqn1ffd8oEIQ7mfncrFKpGDZsGCtXriQ2NhaDwUBxcTHDhw9n5MiRZGVl0aVLF5YsWUJQUBAZGRkoFAosLCyoqKggNzcXuLyEfPbs2bzwwgtMnDgRg8HA2bNnadGiBRUVFXh4eDBt2rRb2qlTEAThTnBLufbmjI7KzJsOVL7rKdw4hUJBv3796NevH1999RWHDh1i7dq1rFmzhtTUVNasWcOaNWukXS7DwsIYMWJElRNXbYt13sgdcuCqE96kpCSWLl3Kli1bpCUewcHBjBs3joiICFq1alXj3arKtRC0Wi0tW7Zk//79xMTEYGNjQ3p6OtbW1lhaWuLu7k5RURHu7u4kJiby9ddf87///Y///vuPoqIiKioqUCqVJCcnS5loI0aMoLS0FEdHx1r9nwh3J5lMRlBQEEFBQUydOpWCggLWrVvHX3/9xd69e6W6QB9++CEffvgh7dq1k2qt9enTp8YLxtq6sm9WnjAnJycTEBCASqWqcsFbm4vTm8lsNU/ei4uLKSwspGvXrpw5c4YWLVrg5uZGcXExvr6+PPjgg+zcuRMrKytcXFxIT0/H2dkZKysrDAYDCoUCHx8f0tLS+O+//6oEDq6VnSMI9a02WWM368qMksoXwgB+fn707t2bF198kaKiIgoKCtDr9fTo0QOj0cgvv/xCZGQkJpOJuLg42rRpQ1JSEvHx8Tg7O5OXl4ejoyN+fn6cP3+esrIybGxspDqkwcHBREdHEx0dTUFBAV27dmXGjBlVAmlX/sxQ8zzA/HmlpKSwa9cu+vbty+jRoykvL8fFxQVnZ2eOHz/OQw89VOXY5iWrMTExUvCvQ4cOTJkyRQTSBeEGeHt74+Xlhb29PcuXLycuLg4rKysGDx5Mu3btcHZ2xtrampYtW/LLL7+wdetWSkpK8Pf358SJE8Dl0gxmHh4e/Pfff3zyySfk5eWh1Wqr3EwrLi6ma9euYmMAQRDuevVSuEKv13P//fdz5syZ+jj8XUMul9OzZ0969uzJnDlzOHbsmBRYS0hIYP369axfv17KbAsPD2fUqFE4OzvXqljn9WouxMXFsXr16hrv0Ds5ObFgwQJSU1Px8fGRig/HxsaycuVKxo4dy8CBA2/oJDt+/HiCgoLQ6/V8+umnfPzxx0RFRVFcXIzBYKBPnz5MmTKFjRs3kpWVxenTpyksLEQulyOTyVAoFEyaNImNGzdKn49Op+PkyZNici7Ump2dHU888QRPPPEEJpOJ6OhoKWtt//79nDx5kpMnT/Lll19iY2PDwIEDpeBaixYtbum9r+ybXbp0qXLBXVJSgkqlki54J02axKJFi246m+ZmMlsrB94uXrzIvffei5WVFStWrODAgQO0bt2a1NRUhgwZwuzZsykuLubNN9/kf//7H1u2bJFuuISEhPDII4/wxRdf0KpVq2p1IsUSbaGh3I5dfCtfoF7Zr+Hy0vKAgABee+01KioqUKlUFBQUoFAoeOWVV1iwYAHh4eG0bt0ag8HAww8/zM8//8yePXukDE8vLy9mzpzJt99+S0lJiXTRHBISwpAhQ1i8eDEKhYLS0tJr/sypqanEx8fz+++/1zi2FBYWShlznp6ebN++vUrttDlz5jBx4sQq44hWq+WLL75g69atVV57/vx59Ho9n3/+ubg4F4TrSE1NpWPHjuh0Ovbt24elpSWvvvoqERERHD9+nLS0NPLz8xk7dixBQUHodDp27txJWFgYsbGx0ooPX19fbG1tGTlyJF988QXDhg3j1VdfZcGCBVXezzxuiY0BBEG4291QMK1Hjx44OzuzefNm6bGgoCBKSkpqfH1eXp5YUlfHZDIZXbt2pWvXrsyaNYuYmBjWrFnD2rVrOXnypFTX6YUXXuC+++4jPDyc0aNH39ROXNf6P9Pr9cTGxl71Dv0jjzwiPWdlZUVAQAAlJSXo9XoqKiro1KnTDS0PWbBgAYcOHaKsrAyTycTu3bv58MMPyc/PJz8/HysrK9LS0vj666954YUXuHTpEjY2Nvj4+CCXyykuLqZ3796sW7eO2NhYfH19kclk+Pj4kJKSIrJchDohk8kICQkhJCSEd955h7y8PP7991+p1lp2djbr1q1j3bp1AHTo0IFhw4YRGhpKz549b3q33iv7ppOTU5ULbvNEGODUqVPs37+/1tk0N5rZWjnwlpOTg4WFhbRRQ2BgIHZ2djg6OnL48GFyc3Pp06cP27dvJywsjIcffphjx44hk8k4e/YsR44cISEhAW9vb2Qy2XV/fkG4HW7HLr6Vg9JX9mtra2v69u0rBdjatm2LSqVCo9Fw8uRJfv/9d+bMmcPXX3/NH3/8gclkwtrampdffpmnnnpKytS2sbHB3d2dp556Cj8/P4qLi1GpVJw5c4YvvvgCk8mEu7s7bm5u1/yZunTpwjfffFNtN87K8wAze3t7nnrqKRwcHCgpKZHmBVfOA+Lj46sF0uDyRgVbt27l2WefpVu3brfyEQNiGalw58rIyOC9994jOjqat99+m4CAAAYNGsQ///xDVlYWhYWFWFlZ4ebmRkJCAgkJCTz44IP89ttvLFmyBAAXFxfCw8MZPnw4q1atYt68edLSzqysrCpzDFETTRAE4f/cUDDNy8ur2hK5rl27EhERIS0vqszS0lJc/NQjmUxGhw4d6NChAzNnzuTUqVNSxlpUVBTbtm1j27ZtvPTSS/Tt25ewsDAefPBBPD09r3nca9VLKikpwWg01vhcQkICWVlZVR5TqVTSV5cuXcjPz2fPnj1XncRWXk5jaWlJUVERCoWClJQUPv74Y7y9vdm4cSM6nY527drx6KOP4uXlRUFBAUlJSZSVlVFWVoadnR2dOnVi1apVyOVyLCwssLe3lwoeiywXoT44Ojry8MMP8/DDD2M0Gjl+/DibN28mIiKCQ4cOScuoZs+ejb29PYMHD2bYsGEMHToUDw+P6x7/yr5ZWlpa5d+Vx+CSkpJqF7tmN/r7f6N3m82Bt/T0dDIyMlizZg1WVlZUVFRIdQrz8vLYv38/Q4YMQafT8d5779GzZ09eeOEFXnrpJUpLS3nvvffQ6XQYjcYai5OLncGEhlBfu2NfGdiZNGkSS5curdKvra2t8fHxoVmzZlKAzXxBq1KpaNmyJS1atGDdunVERUVJj8tkMubNm0efPn2YNWsWZ8+eJSUlhQsXLtC6dWuSkpL4559/KCgoQCaTIZfL0Wg03H///bRu3VrasffK2m1WVlY0b95cuqlqDuqZx56EhARp46malqsCjBgxAldX1yoBtaysrGvu/Hnl3KI26rvunSA0pISEBLy8vHj88cextrbm8ccfp3Xr1qxbtw4bGxssLS3JzMyUlncfP34cGxsbaRMgmUzGxYsXWbJkCQMGDGDQoEF4eXlJGxdkZ2dL7yVqogmCIFR1Q8G01atXV3vs+eef5/HHH2fgwIHVnjOZTHTq1OnWWyfckMDAQN5//33ef/99EhISWLt2LWvXruXIkSPs3r2b3bt388orr9CzZ0/Cw8MJCwujVatW1Y5zrXpJvr6+UmHSmqjV6mqPVZ5Qb926VbrwqGkSW3lpiUqlwtbWloqKClJTUzl79iwDBw6ULrTPnTvHzp07gcuTgP79+3Py5EmUSiX5+fkUFhZiYWGBlZUVcrkca2vrKu0SgV6hPsnlcrp06UKXLl348MMPuXjxIlu3bmXLli38/fffXLp0idWrV0vjaufOnaWdfbt3745Coah2zCv7ZuX+duX29Hq9vsb+aFbXv/+pqan8888/+Pv7k56eTn5+PmVlZVhYWKBQKPD29iYxMZGSkhIyMzNp2bIlnp6eaDQaPv30U3Jzc3FwcCA4OJiysrJqmWniLrjQUOpid+wrXS2w88ILL5CdnY2fn1+VQFXlAFvloLlCocDLy4t///0Xa2trZDIZRqORkpISlEolAwcOZP78+ezatYuxY8ei0+nIy8vj0UcfpXXr1qxcuZLS0lJsbGx47LHH6NixI9HR0Wg0GkaPHo3JZOKPP/4gNjYWuVyOq6srjz/+uLQRkNFolAJ+lXfo9ff3x8XFpcblqmlpadWyY681Vt3I89dT27p3jTWTLS8vj8TERBITE0lKSuKdd95p6CYJDUytVjN8+HC+//57UlJSKCoq4pFHHkGtVmNvb09+fj6tWrWiqKgIg8GAUqlk9+7dVY4hl8vp2LEj5eXlJCQkMGfOHJRKJT169GDUqFF07NgRW1tbURNNEAThCrWumdanTx/Ky8trfE4mk9UYgBPqn7+/P2+99RZvvfUWqamp/Pnnn6xdu5Z9+/Zx4MABDhw4wBtvvEHXrl2lwJq/vz9w7XpJjz76KLNmzbrq+7q5uVW76DDXfzEXSDeraRJb+QJfr9dTXFyMjY0NQ4cOJSAggObNmzNlyhQSExP566+/OH/+PAEBAcyaNYuhQ4dy4cIF4uLisLGxwdHREScnJ9zc3HB0dKyWOSmyXITbycXFhUceeYRHHnkEg8HA0aNHpay1o0ePEhkZSWRkJJ988glOTk4MGTKE0NBQhgwZQrNmzYDqfTM3N5fg4GCSk5Px8fGp8jverl27awa+b+X3v/IFpkajQalUkpGRgVwuJzMzk6ysLCwtLdHr9VhYWEj9OiAggPbt2/Pyyy9LS8Xee+89AJKTk+nVqxfTpk1jzZo1HDhwoNqGCmLyLjSEW90d+0rXCux89913TJ06lXvuuafKe5mDSVcGzTUaDTqdDo1Gg6WlJYWFhSiVSsaNG8fw4cNZvXo12dnZTJs2TQpslZWV0bx5cynQlpmZSbNmzVi6dCkbNmyQdggfOnQo+/bt4+TJk1haWkolIzw9PTGZTHh4eHDhwgVpd2Nzf3V2dmby5Mn8999/1QJp5nHqyuxYNzc3goODq7zeLDg4+KZKVdSkNnXvGjKTzWAwkJaWJgXLKgfOEhMT0Wq1VV4vgml3J/O5OCMjg/Lycr777jv+++8/jEYjbm5uhISEsGjRItLS0qTNkBQKBRcuXECv1yOXyzEajdLNq06dOvH4448TERFBy5YtUSqVWFlZkZKSwh9//MHHH38szsOCIAg1uKUNCK62W51er2f48OGcPXv2Vg4v3KJWrVoxZcoUpkyZQkZGBn/99Rdr1qxhz549HD16lKNHj/L2228TEhJCWFgYYWFhtGvXrsZ6SebjXe0OvZeXV7WLDicnpxov9qH6JLbyBX5FRQVyuZywsDCWL1/OypUrCQgIoLy8nBdeeIHx48dLNdUmTpyIVqtl3LhxFBYWUlpaSsuWLenfvz/nz5+vtmRMZLkIDUmhUHDPPfdwzz33MHPmTLKysvjnn3/YvHkzW7duJTc3lz/++IM//vgDmUxGt27dpFprlXfOKiwsZPDgwSxfvlxalgWXf79ffPFFfvzxxxrf/1Z+/ytfYBYXF5OcnEz79u25//770el0nDt3jqCgIOLj46XvkclkGAwGOnTogFarpVOnTuTn5/P0009jYWHBgQMH+P777zlw4AA2Nja89tpr9OnTBy8vL1q0aCHuggsNrra7Y9fkeoGdnJycaufR3NxcunXrJm0yYqZSqWjRooW0U2arVq147LHHWLNmjbQJwFNPPcXFixcZNWoUgYGBrFq1isLCQo4fP05eXh4vvvgiS5cuJTk5WQrUmY/boUMHOnfujK+vL5GRkcyePZsRI0agVCrJzMzE1dWV8vJylEolubm5dOjQAVdXV5o3b05ycjJt27aVduasvBwUqt488/Ly4vnnn+f777+vElALDg7m+eefx8vL66Y/58putu7d7djBVafTkZSUVGOwLCUlpUp9qpq4u7vj5+eHn5/fLbVDaDrMwbPCwkI0Gg2//PILCQkJJCYm8tFHH0m1SFUqFfb29uTl5dGmTRsOHz6MUqmkpKQEg8EAXC7F8/LLL0slGZRKJQaDgcLCQv766y/efvttbGxspHrEKSkpojyKIAjCVdQ6mJaWlsa7775LZGRkld2h4PLkr7CwsE4aKNSN5s2bM2nSJCZNmiQVR1+zZg07duwgKiqKqKgoPvzwQwIDAwkLCyM8PJy+fftWWXJ1I3fon3nmGbKysigtLcVkMtVYU8+s8iS28nIak8lE+/btWbVqFbGxsTg6OmJvb8+IESNYvXo1v/32G3l5eWRmZtK5c2eGDx9OREQEQ4cOZcGCBdLylMWLF0uT+ZraKggNzc3NTdohtKKigoMHDxIREcHmzZuJiori8OHDHD58mI8++ohmzZoxdOhQQkNDGTx4ME5OTlKNoysv8idOnFhn2TRQ9QJTr9eTnJxMUVERCQkJpKen89RTT7F69WrCwsLYunUrBw8epKKiAo1GQ4cOHZgwYQJff/01Bw4ckGogdezYkeeee4633nqLb7/9lnPnzpGYmMiWLVuYNm0a3t7ejXKZlXD3qasd664X2MnPzyckJITp06eTmppKeXk5JSUl3Hvvvfzyyy+kpaVVOZ/17duXyMhIoqOj6d27NytXriQuLo7XXnuNtWvXcuLECc6ePYtMJqNz585MmzaNpUuXYjKZOHXqFOXl5QQHB2NnZ0dycjIAoaGhrFixgoiICFxdXcnLy8PX15c33niDRYsWMWnSJP7991+Sk5OxsbEhKSlJukEwf/58Jk6ciIuLyzUzYCs/5+DgQLdu3XBwcKCoqIjS0lKUSiU6nY577rnnlvv8zda9q4sdXE0mE1lZWVfNLrteHTiVSoWPjw++vr5S0MzPz0967MrSFcKdLTk5ma1bt2I0GmnWrBmrVq3izJkzODk58cwzz7B582Y2bdpEYWEhMpmMe+65h7Fjx/LWW2/x2WefERUVJQXS1Go1P/zwAzExMchkMhQKhbST79KlSwkJCSE/P582bdpgbW0tjTeiPIogCELNah1Me/DBBzl9+jSBgYHSUiQzGxsb4uLibrlxQv1wdXXlhRde4IUXXiA3N5f169ezdu1a/v33X06dOsUnn3zCJ598gp+fn7QUtGvXrte8Q1/TsoiHHnqoSjDrSldOYh955BG++eYbcnJyaNOmDatXr8bBwQEvLy+CgoJYu3YtOTk5FBUVAZcnrFFRUVK2T1RUFN9++y0RERGcPXuWjh07MmDAAMrLy3Fzc6N169biYlxotJRKJX369KFPnz58+umnZGRk8Pfff7N582b+/fdfcnJy+PXXX/n111+Ry+X06NFDqrV2ZeC7LrNpoOoFZklJCTqdjoqKCioqKoiMjOT111+nvLyc2bNn89RTTzFs2DBKS0txcXEBYOnSpezYsUMqeGxpaUl8fDy///47o0aNYvr06SxatAhra2t69OiBRqNhxowZomC40ORVXhptMpmqnRMrF/ovKCggKiqKVq1aYW1tTVRUFDk5OajVanr37o1cLqdZs2Y0a9YMtVpNZmYmjz76KNnZ2Tg5OXH48GEefvhhVqxYQUxMjJSFaj5XwuVg2eHDh4mPjycmJoaZM2cSEhLC448/TklJCTt37uTUqVMUFxejUCjIy8sjMjISk8nE4MGDmTdvHhMmTGDYsGF4enqSkZFBSUkJERER6PV6Fi5cyNSpU2+41lxSUhILFy7k9OnT0g7g7dq144033sDHx+eWP/+brXt3o5ls5eXlpKSkVAmWmQNmSUlJ0mYMV+Po6Iifn58UMKv8Z4sWLWqsnSncfbRaLadPn2b79u2cPXuWJ598kq1bt2Jra8ugQYPYvXs3J06ckH4vFQoF0dHRFBcXc//992Nvby+V5PH396dLly64urrSsWNHUlJSKCsrIykpiTNnzuDt7U14eDjLli3DwcGhyjglyqMIgiDUrNbBtLy8PNLS0q46wIaEhNS6UcLt4+TkxNNPP83TTz9Nfn4+mzZtYs2aNfz9998kJiYye/ZsZs+eTatWrXjwwQcJDw+nR48eyOVy6RhXWxZx/vx5NBpNjQE1f39/XF1dOXHiBJmZmWRnZ5OVlcX999/P8OHDqaiooH379qhUKvLy8vDy8uKXX36hdevWZGRkYGdnh0wmQ61WExkZyZAhQ1i0aBEhISGcPXuWhx56iNmzZ+Pi4sLu3btFVprQ5DRv3pxnnnmGZ555Br1ez759+6Sstbi4OPbv38/+/ft5//338fDwYOjQoQwbNoxBgwbh4OBwQ9k0N1pk+8qahiaTiZKSEuDyhXpZWRne3t7k5OTw448/4uPjQ1ZWFm5ubkyaNImTJ09SUFCAtbU11tbW0u67Bw4cYNCgQahUKh588EFSU1M5duwYrVq14ty5c1XaUJfLrAThdrjyJlOPHj1QKpUUFxdjZWVVZZMec+0xKysrwsPD2bRpE9u2bZOKhnfo0IHw8HAqKipYv349GRkZ6PV6UlJSGDt2LD4+PrRu3VqqSWhtbV3lPA0QFRXFmDFj2L17N2q1GmtrawICAtDr9Wzfvp3XXnuNefPmSc8ZjUZp1cHx48cZNWoUO3bsYPfu3cTFxfHmm2+yfPnyKhnoCQkJZGdnXzeTXavVEh8fT2RkJIGBgXTv3p2ioiJ0Oh1qtZq9e/fi4eFxy339ZuveVZ7TlpeXU1xcLH3pdDrefPNNsrOzOX/+/FV3OIfLBd29vLyuGjBzdHS8pZ9LuDukpqYyd+5cjh07htFoRKFQ4O7uDlyeI2zcuJGCggKUSqX0+yiTyYiKiqK8vJxTp05Jx0pPT2f8+PH88ssv/PXXX7i5uWFlZUVwcDAfffQRu3fvZuHChajVammpsV6vp0WLFuj1einQL86/giAI/6fWwbTQ0NBr3qn49ddfa3voJuHKQtxqtRqtVoudnV2TPdnY29vz6KOP8uijj1JUVMSWLVtYs2YNmzdvJjU1lfnz5zN//nyaN2/Ogw8+SFhYGH379r3qsohjx44xatQoDh06VGVZg7+/P0899RTz5s0jNjaWs2fPUlJSQt++fenTpw8zZ87kpZdeIjIyEldXV9zd3TEajcjlckwmk5SBY97m28LCAgsLC5o3b47RaCQhIYGlS5cyePBgKioq0Ov14kK8CWusu6rdTiqViv79+9O/f39mz57NuXPniIiIICIigm3btnHhwgV+/vlnfv75ZxQKBb1795ay1lq0aEFqamq1z+9mimxXHutVKpXUr3Q6HXZ2dpw/f54hQ4Zw3333odfrKS0txc7ODpVKhaOjI6WlpchkMmQyGWVlZVKGGlyerOfk5PDff//xxBNPkJaWxjfffMOwYcM4cuRIlXbc6DIrQWhIlQNFbdq0oVmzZhw7dkw6J65fvx69Xk+PHj2kQJq5tmjHjh1ZsmQJcXFxuLq6MnToUHx9fdHr9dIGASdOnMDR0ZGSkhLy8vJYsmQJM2fORKfTodVqSUtLw8/PD6PRiJ2dnRQMN587ra2t6dq1K+fOnaOkpISMjAyys7MpKCggLy8PuVyOv78/SuXlKaLJZMJkMmEwGLC3t0er1VJeXo6dnV2NNVEvXbqETCbjkUceobi4mIqKCpydnatlsh8/fpyzZ8/i6uqKk5MTgwYNYsmSJZSVlREcHEynTp3o1q3bLf9/XC1T19bWltTU1CrZZWfOnOHw4cPk5eXVWLvs/Pnz0t+trKyqBcrMX61atbpqXWFBuBFarZajR49y/PhxRowYwdChQ9Hr9YwdO5bTp0+j0+mkc6qtrS3FxcXo9Xrp/Hrq1KkqGY6jRo1i586dGAwG/P39pZvVERERXLhwgZdffplt27ZJ9RmLi4vRaDTcc889fPbZZ+j1epEhLgiCcIVaB9OefPJJtmzZQmhoaI3PP/bYY0RHR9e6YY1ZTYW4fXx8GDduHBEREbRq1arJn2xsbGx4+OGHefjhhykpKeHvv/9m7dq1bNiwgYyMDBYtWsSiRYtwdXWlR48e5OTk4OzsXOVOuF6vJyIignfeeQeVSiVNYl1dXaVAWkFBAVqtFhcXF/7991/i4+MZNmwYCQkJBAUFkZiYiLOzMyqVStp5yDw5KC8vp6ysTPp7UVERwcHBeHl5sW3bNubOnUtsbKw0MRAX4k1PQ+6q1pi1bNmSF198kRdffJGysjL27t1LREQEW7Zs4fTp0+zZs4c9e/ZIhYSdnJxwdXXFxcWFtm3bMmnSJBYtWnTDRbYrL5WysLBArVZTUFBAdnY2w4YNQ6fTYWNjw65du8jMzEQul6NUKgkKCuLBBx8E/u+C3NyPzRkvKpUKhUJBdnY2ubm5mEwmIiMjGT9+fI0/u6jdIjRmlQNFp0+fBi4X0zfPDyIiIujZsyd9+vRBr9ezdetWKbOruLgYCwsLjh8/TkVFBc8++yy///47K1aswGQyodFoGDhwIA8//DB///13lWBPTEwMPXv2lDJUkpOTcXd3p3Xr1qSnp0tLKMvLy3FwcGDq1KlERUXx1FNPYWtrS0xMDBYWFlhaWlJeXk5ycjL+/v64ublJO4U6ODggl8uxsrKie/fupKWlUVRUJNVHNP8M6enpfPXVV1LbrsxIq1x/0d7envT0dE6fPk1RURFDhgxhw4YNxMbGsnjxYubPn39LN08qF/u/cknmjRT7t7S0xMrKCnd3dwYNGkTXrl2l4Jmbm1uV5fWCUJfi4+O5cOECr776Kv/99x8TJ07E2toanU6Hj48Po0ePRqlUolKp0Ol0KJVKFAqFNC+2srLi4YcfZuXKlZSVldG1a1diYmJQq9WcOnUKKysrbGxsKC8vJzIyksTEREJCQhgxYgRyuZysrCySk5PZsGGD1CZxY1oQBKGqWgfT3nrrLc6ePVvjbkJZWVnSJPJOU1Mhbp1OR2xsLCtXrmTAgAEcPHiwUZ1sbjWzR6PRMGbMGMaMGUNZWRnbtm1jzZo1rF+/nuzsbOlEq1KpcHd3x93dHRcXFxQKhbTEs3IA68SJExw/fpz09HSGDh3K4MGDUalUlJeXc/r0adq0acM333zDiy++yD///MO5c+dIT0+nc+fOFBQU4OrqSnZ2tpTS3rFjR+Lj4/H39+fEiRO0b9+ec+fOYWdnx6FDh7CxsZHeW1yINx23Y1e1W2lbY8mWs7S0ZODAgQwcOJC5c+eSnJzMli1b2LBhAzt27KCoqIiioiLOnTuHTCbj6NGjZGZmcv78eRwcHKpdDNYUdK68VCoyMhIvLy9MJhOPPfYYnTt3RqPRSDUNKyoqKCoq4sKFC0RFRRESEkKnTp3IzMykoqICg8GAXC5HoVDQoUMHKioquHDhAgkJCRQVFUkBefMy0iuJ2i1CY3Xl/MDsyvnBwYMH6du3LxYWFtLvs3k+UVJSgkwmY+TIkdImAjKZTOoXcXFx5OTk0K9fP/bv3y+9x7p16/jpp5/YvXs3ISEhxMbGkpaWRklJCW3atKG0tJTWrVvTp08funfvzrJly1i9erV0g6pr1640a9aMrl27cuDAAfR6PWfOnKF169YAtGjRgsjISM6cOcOIESN46qmnSEhIYPDgwWg0GtLT04mPj8fKyqpK9hZUHbMrZ7KrVCrpRhtcXoY6evRo6fuSkpKuewPMZDKRnZ191WL/mZmZ1/w/q1zsv3KWWbNmzZDL5ej1+luuOSkItZGVlYWvry9z586lsLCQgoICioqK8PPzIzk5mWPHjhEUFEReXh75+flUVFRIgTSNRsOECRPo2LEjfn5+UmarTCaTbloVFRXh4eGBTqejtLSUsrIyIiMj6dWrF6WlpcyYMQO4nMnq4+ODlZUVIDLEBUEQKqt1MK2wsBCtVktiYmKVbCSTyUROTk6dNK4xqqkQt1lsbCzh4eFA4znZ1HVmj6WlJcOHD2f48OHo9Xp27tzJihUrWLVqFSUlJZw/f57z58+jVCpxc3OjU6dOuLm5VTnGpUuXSE9P54knnmDz5s0cOHAAKysrdDodISEhPPTQQxQWFrJ48WJmzZqFvb09KpWKMWPG8M0335CVlSXVVjHfRdu2bRujRo1i0aJFTJ06ld27d3P+/HlMJpMootpEmXd3rElD9q/Gni3n4+PDpEmT6N27N++++y6XLl0iOzub7OxsiouLuXjxIitXrgQuT7hdXV1xdXXF2dlZWtZVU9DZvFTq6NGjXLhwgebNm/Pjjz+yceNGnnnmGTZs2IBCocDV1ZW0tDQp2P3zzz+zePFiLCws2L59O2VlZZhMJoKDg3nqqaeoqKhg7ty5GI1GVCoVBoMBW1tbNBpNtTbUVDBcEBqLKwNFlVWeH0D1c5F5PmFhYYHRaCQwMJDNmzcDVNktXaFQEBUVxdixY9FoNFhZWVFQUCAFv9zc3Pjyyy/56aefOHPmDEqlklOnTuHj40NgYCC//vorSUlJlJSUoNFoGDFiBG3atEEulxMXF8dHH33Ehx9+KAXxysrK6NatG8888wxxcXF8/vnnuLu788svv7Bnzx5KS0upqKggJCSE5557Dnd3d5YtW1btszGP2ZXHFoVCgdForLLsu7i4GIPBgJ2dHRqNhoKCAsrLy0lNTa1W5N/898rzsJo4ODhIyy+vXJYpiv0LjZWlpSUlJSUkJyfj7OwMgNFoJCkpCXd3d/bu3cvcuXMBWL9+vRRIs7e355NPPsHR0ZGUlBTc3NzIyMiQgmGXLl1CqVRKO3yas02dnJxwd3ev8lq4nN1prukodvcUBEGoqtbBtIkTJ/L4449XK3ALUFpaSlBQ0C01rLG6shD3lUpLS2t8bUOo78welUrF4MGDGTx4MO+++y7vvvuulPVSVlZGeno66enptG7dmuHDhxMeHs6wYcNQKpX07duXv/76i1OnTqFUKqXsmKioKH777TdGjRpF27Zt+e677zhy5Aj33nsvM2bM4J133kGr1ZKRkSHVjDl//jy+vr589tlnqNVqiouLcXd358yZM8hkMumiXFyINy2FhYXXfL4h+ldjzpa7UkFBgRTccnV1BaCoqIjs7Gzgcj2VkpISUlNTSU1NRS6X4+zsTLNmzcjLy6vxmA4ODri4uHD06FH+/vtvtm7dil6vJy8vD5PJRHFxMRcuXJAKJNvY2GBhYUFmZiZPPfUUTz75JJmZmahUKuRyOfv37+fAgQP4+vrSpk0bWrVqxWOPPYbRaKwWTBObiAiNXeUxSaPRSEuyzMzzg8rnIvPyafN8IiUlhXbt2gFVg2gWFhbY29tjY2NDy5YtsbGxwWg04uDgQEFBAe3atSM5OZn58+fTrVs3Pv30U1JSUrh48aJ0QT5nzhymTZvGb7/9hr+/Pz/++CMZGRlcunQJW1tbqd7aBx98QF5eHhcvXsTb25uioiLOnj1LRUUFzZo1Y/78+URFReHu7o6Pjw/FxcWUlpayZcsWnnvuuasunTSXejB/Fnl5edIYYd7Y5OzZs5SWlmJhYcHRo0cZN24cWVlZ1yz2L5PJ8PLyqla3zPxvUexfaGjXyma/2nMODg5ERUXh4eFR5Vgmk0nqR0eOHCEqKkoKpJnn2qdOnSI+Pp79+/czZcoUVCoVWVlZODg4cPr0aWxsbKpkf3fq1AmZTMbo0aOJiIhg0KBBVd5Tp9NJJVNA3JgWBEEwu6UNCGoKpAGo1Wp+/vnnWjfqanQ6HdOmTcPR0ZGioiJmz56NpaVlnb/PtVxZiPtKarW6xtc2hKttDAB1n9kTEBDADz/8QEpKijQxOHLkCBs3buT8+fOsWrWKVatWoVar6dGjB15eXkRFRSGXy1Gr1VIGmUaj4ejRo8yYMYMff/yRI0eO4Ofnx4wZM5g+fTqHDh3i559/5s0336SsrIzWrVtz7tw5iouLpc/e09OTp59+mpkzZ0p30sSFeNNjLrZ9NQ3Rv25nn7pVNX0+NjY22NjY0KNHD86ePcupU6ekrLWSkhJycnLIyclh9OjR+Pn5SZsY3HvvvVJwy9vbm+bNm7No0SICAgIoLy/H0dERhUKBWq1Gp9Ph5+dHYmKitGzz3LlzvPDCC/j7+/PWW2+xYMECIiMjgct3xTt27Mhjjz3GhAkTUKvVDB06lFdeeYU2bdqQm5uLo6MjrVu3pnnz5rf1MxSE66l8IWwymaTSBublg+ZSEHB5fnDluci8fNociPvnn3945513UCgUyGQybGxsUCgUqFQq7O3tSUxMpLS0FJ1OR//+/fniiy8YNGgQTzzxBJmZmcydO5cjR46wbNkyOnfuzHvvvYdMJsPR0ZEHHngAPz8/PvjgA/r06cPnn3/O7t27sbCwYOrUqWzevLlKEO25555j9erVrFu3TtpY5KuvvqKoqAiAzMxMbG1tycnJQalUkpGRweOPP17j52QymdDpdBQUFFBYWEhkZKRU58kcSANYs2YNQLVsM41GU2NmmbnY/+2eCwrCjbpaNvsrr7yCyWRiwYIFnD59Wqpr2K5dO9544w1MJhNBQUHSztjm+oUeHh5S8PuLL76QljJrNBqSk5OZMmUKer2emTNnkpWVRVpaGtOnT8fCwoJPPvmEoqIiTp48iZubG7a2tnTr1o1XX30VgFmzZqHX68nNzSU4OJjY2FipzeYgubgxLQiC8H9qHUxr1qzZVZ/Lzc3l6NGj9OvXr7aHr9HEiROl2l3Lly/nnXfeYd68eXX6HtdTuRD3lXeeg4ODyc3NBRrHyeZ6mTt1ndnj4OBQJZDw1FNPsWjRIo4ePcqaNWtYs2YNSUlJ7Nq1S3qNTCbDYDCg0Who2bIlI0eOxMnJCVtbW1555RUmTJhA69at+eCDD9izZ4+00+iHH37IxYsXUavV5OTksGfPHoxGI126dCEgIEDaJMHR0ZFmzZqJeidNUMuWLaW+dqWG6l+3u0/dispj1ZW0Wi1vv/023333HQkJCVL9FKPRiMFg4MiRIyQmJrJw4UIWLlyIRqPhvvvuIzQ0lGHDhuHq6oqbmxsJCQl4eHgQGxtLUFAQp06dYvz48XTs2BFnZ2c0Gg35+fnIZDIGDx6Mu7s733zzDa1atWLIkCFSrcQzZ86waNEinnnmGY4dO0ZSUhLvvvsu48ePJz8/n+TkZM6dO0fPnj3x9/dvgE9TEKq78iK5R48eKJVKiouLsbKywsrKioCAAEpKSvD19aVPnz6MHz++yrnIvHzavPun0WgkPz8fb29vQkNDOXv2LAaDgdLSUnJyclCpVHTq1Im0tDTOnDnDkiVLcHJy4uDBgyiVSnx8fGjRogU//PAD9913n3RT4o033pBKLDg7O5OYmIirqyv29vYMGzaMoqIiBgwYAFwuXO7o6MhPP/1ESkoKdnZ2Uj/OyckhKysLd3d3srOzpXpu5iw5c6Z4YWEhaWlpxMTEUFhYSGlpqbRstbLy8nLp7+ZsO4PBQNu2bXn88cfp0aMHfn5+oti/0CRdmc2u1+spKSnh0KFDbNq0ibNnz+Lk5ET//v2lpdfW1tbs2bOH5s2bY2try1tvvcWaNWuwsbFBr9ejVqs5c+YMOp1OykhTq9Xo9XrS09NxcXEhNTUVvV5P//79cXd3p3Pnzhw9epT//e9/tG/fnieeeAIfHx8KCwu5//77ad68OSdOnJACZseOHWPcuHGsXLlSCqiJG9OCIAjV1TqYdr0aE4GBgbz++uu1PXw1GRkZrF69mu+++w6AYcOGMWHCBD766KPrZrDUpcqFuBMSEqQ7z5V382wsJ5vrZe7cjswemUxGt27d6NatG59//jlRUVH8/vvv/P7771y4cAGTySQVLPf09OTff/+lvLwcKysriouL8fb25q233uLQoUN4eHjw6KOP8sknn5CXl8eFCxcoKCigU6dOPPzww2zfvp0nnniCffv2kZSUBMCLL77YaDKFhJtzZV8za8j+1Rj61I261uc3ceJE6SLenFVTuch2YWEh27dvZ8uWLURERJCWlsaWLVvYsmULcLkYeVlZGRqNhl69euHl5UVYWBgXL15k+fLl+Pv7s3z5ck6fPo2DgwPu7u74+fnxwAMPsGPHDjIzM6XNQUpLSykpKSE/P58HH3yQqKgo4uPjsbGx4dKlS3zyySdS27t168acOXMIDAy87Z+nIFRW05LvY8eOMWrUKNavX18lQy0wMPCaNRUdHBzo1q0bzs7OUn89fPgww4YNQ6FQ8O+//0oBK/MOucuXLyc2Npbx48fzzTffsHHjRiwtLTEajdx77738+OOP6PV6fH19GTNmDJ07d2bZsmVs27YNCwsLSkpKUKvVzJ8/H09PT77++mtOnz6NTqejqKiIgQMHMmzYMBYsWICTkxMFBQXSzn8FBQVYWVmhVCpJT09Hp9Mhl8u5ePHiNed9KpUKDw8PSktL8fLyolmzZtjZ2eHm5kbLli2pqKigRYsWFBYW0qdPH9q3by991lFRURQUFEhLzbOzsxvFBjCCcC3x8fEcP34cvV6PXC6noKCAnJwcjEYjOp2O1q1bs2LFCmJjY1EoFHh6etKsWTMGDRrEihUryM/Pp0OHDkycOJGff/6Z0tJSMjMzpdIKMpkMtVotLY2uqKjAyckJuVyOo6Mjr7zyCkFBQTz22GOMHTsWT09PEhMTycrKwt7env79+0sZ35VvwOn1eiIiIhgwYADh4eHI5XI6d+5M69atRV8TBEGoRGaqXJTjJsjlcilD4UrHjh2je/fu/PDDD7fcQLMVK1bw1ltvVdklysHBgbVr13L//fdf83vNE678/Pw6u9itvLRDo9GgVqvRarXY2to2miworVbLRx99dNXMnoas75SQkMCzzz7LsWPHKCsrq1KAGJAuHGxsbHjwwQdRqVSEh4ezfPlyjh07hqOjo1S4WKVS0bZtW7p3705+fj5z5syhd+/ePPfcc2RmZtKlSxcxAWhCruyvlftaQ++q1pj71NXc6ueXmJjIzJkzKSoqYseOHWi12irPKxQKPDw8uO+++2jZsiUhISEsX76c3bt3o1AoMJlMWFlZ4enpSdu2bRkwYACHDx/Gw8MDvV6PQqEgNTWVyMhInnzySdavX09WVhYXL15k0qRJLFmypMr7jRgxgi+//LLRfc53q/o4vzYFJ06c4IMPPqj2uEqlokuXLvTp0weZTHbTfe7K+kklJSUcOXKEvLw8FAoFKSkp/Pvvv4wZMwY3Nzfc3d3Jzc3lxIkTbN68GYPBQElJCR06dOCJJ57gzz//5PPPP2fatGns27dPyu5ycHAgICCAAQMGcOzYMf755x88PDxwdnamoqKCiooKbG1tsbW1JSYmRsperZxJVhOVSkVFRQUKhQKFQoG/vz/vvfcePXv2xMvLi3379jFnzhz0ej1nz56ttpzz7bff5ty5c9JYWjn7T6VSMWzYMNavX09JSYlUJL0xbQDTFNytffZ2S0pK4t9//+XDDz+U+o/5XJidnc0XX3zBd999x4kTJygrK6NZs2bSUujOnTvTr18/VqxYweDBg+nduzfOzs6sXr2aVatWAZez911cXAgICKBt27ZSQE2n03Hs2DGCg4PZunUrOp2ON954AwsLC1JTU9m/fz8KhYIvv/ySbt26VWvz1W5giv7VMER/bRjWi75tkPfVvTyxQd5XqL1aZ6Z17ty5xpR9uFwQ88oLrluVnp6Ok5NTlcdsbW3JyMio9tqysjIp9RnqZ+nVlUsaG6PGmNlTuQ1Llixh7ty5nDx5krCwMD744ANKS0sxmUxSseGioiJWrlzJk08+ycGDB9m8eTOtW7fm7NmzaLVa5HI5BoOB+Ph4xo4dy8mTJ2ndujUHDx4kMzOT4OBgfvvtN7p16yYmA43U9fprY+prjblPXc2tfH5arZaFCxcSEBDAjh07sLCwwNnZGb1eT6dOnThw4ADl5eWkpaXx66+/AuDq6opWq8XDw4OCggIp08XW1pb169fTu3dvAgICePfddzEYDOj1ejp27MhDDz0kbVxgaWlJYWEhFhYW1dp08uTJRlWb7m5zO86vTcHVfm69Xs/Bgwfp27dvrUpdXNlfjxw5wvz586Wgk6WlJS+++CIbNmzg1KlTtGjRgtTUVAIDA5k0aRJz5sxBpVKRmJiIyWTi448/5siRI+zfvx+j0SjVJrt06RLR0dE4ODhw4MABLC0tuXDhAunp6ddto1KpxNbWFj8/P7KyslCpVKjVaoYPH86CBQuAy1np1tbW5OTk0Lx5c2lZvvlisKaacgDOzs6MGjUKBweHatl/Xbp0kZadWVtbSzVRG+MGMI2J6LO3n/l3t02bNgAYDAYMBgOFhYXSUkyVSkVsbCylpaXSzeMLFy6gUCiIjIxk/PjxTJgwgX/++YcVK1ZINUkBBg4cyBNPPIG1tTXz5s1j9erV0u6cgwcPZvLkyUyePJn8/HxsbGzw9PTk0qVLbNiwAW9vbwIDA2ndunW1dl8rY124PUR/FYSmpdbBtKNHj171uW7duvH8889X2w3mVphTmSsrLy+vcROAzz77jI8++qjO3rspa8wnxsDAQL788ktSUlJISkrCwsIClUpV7cRRXl7O999/D1wusHry5ElpFyKj0YhcLicvL4+4uDh8fHw4f/48Xl5eZGRkMGLECKKjo4mOjhaT7UaqqfXXxtyn6pp5w4U2bdoQGxuLwWCguLgYpVLJfffdR7t27di/fz+nT59GJpNRWloq7RaampqKTCaTLt7Ly8tRKBRkZGSwYcMGRo4cyZo1a5DL5URFRWFtbc0HH3zAqVOn8PX1pVOnTqSkpFRrU01jhHD7NLX+Wl9u15JvtVqNj4+PVLdoyJAhrFu3juPHj+Pm5kZRURHFxcWcPn0agFGjRrFp0yZ0Oh2xsbEkJiZy7Nixatnf5kwZ89Ltq+nbty8ajYaoqCiysrKAyzcyPTw88PLyYtq0aajVan777TcWLFhAWVkZcrkcNzc37O3tMZlMXLp0Ca1Wi4ODQ5WlZJVrypkLrw8cOFBadnblhi9OTk7S53Dl7oKNbQOYxkT02dvP/LvbrFkzgoODOX78uPSceRMBnU6HjY0NhYWFmEwmadmmyWRCoVBgZWXFqlWrOHbsGAaDoUpA/eLFiyiVSpYuXUpSUhKtW7emoqICtVrNpUuX+Oyzzxg4cCDr1q2juLiY7Oxs0tLS8PT0lJadX23O0phuYN6NRH8VhKal5u04b1FiYiJ///13nR6zefPm5OfnV3msqKioxt3d3nnnHfLz86WvyktD70bmE2O/fv3o2LFjo7nov3KprPnOXWUymYxmzZrh5+eHTCajpKSkynbe5gt1mUxGcXExFRUV9OvXj/Hjx/Pss8/SsWNHBgwYQH5+PqdOnarx4lxoWE2xvzbWPnWrtFotJ06cYM+ePURFRXHp0iUAKWO0uLgYg8GA0WikrKxM2oRAqVTi5eUFwJgxY6TjVa4iYO7r//33H7m5uQwaNIjAwED8/PwIDAxEp9ORl5cnLWV49dVX+eeff6q0z9raGo1GI5Y6NKCm2F/rgzkoVJO63CBFq9Uybtw4goODpfeNjo7G3t4eFxcXLly4IO2sfvr0afbu3Utpaal0E2rBggXs27ev2nEVCgWWlpZ07twZDw+Palmg5mWaDzzwAPfccw+Ojo7A5SChi4sLCQkJbNiwgeTkZABWrVolBdL8/PwoLCzk7NmzJCQkkJaWxkcffURSUpKU3evv7y8VYzcH0t58880qc7org+alpaVV/m0uln611wuXiT57+5l/F82F/Dt06CA9J5PJCAoKokWLFnh5eUljiY2NDVZWVqjVaiwtLXF0dCQ6OlqaF5trVatUKi5evIitra20o25ZWRn5+fmo1WqioqI4evQorVq1orCwkMDAQM6ePUu/fv2YO3cu06dPF6s0GjHRXwWhaal1ZtrVBmLzjlP9+/ev7aFr1L9/f1544QXKy8uxsLCQlnd279692mstLS3FNumN3JW7oE2ZMoX27dsTGRmJUqmU7qKbTCZ69uzJk08+ybZt2zh06BCRkZFVjmU0GlGr1axatYrHH3+c+Ph4IiIiMBqNtG7dmubNm/PII48QEREhJtuNkOivjcOVfRLgoYceori4GLVaXSXYXVFRgUajkeonyWQydDoddnZ2qFQqQkJCiI2NpXnz5qSlpUnLsY1GIzt37gSQLqgzMjIwGo1S7clff/2V3NxcrKysGDJkCP/88w9lZWVYW1vj4+NDYGBgg++UfDcT/fWy+l7ybTKZyMnJISkpiaVLl2Jvb4+Pjw/Lli3DaDSSm5sr7R4OSFkr5j9lMhkeHh40b96coqIi8vPzyczMxMvLi7y8PAoLCzEYDAwdOpTk5GS2bNlSpT/LZDLat29PWloadnZ2aDQaKeidmJiIXC7HZDJRXl6OXq+nd+/e7Nu3Dzc3N7KysigqKkKpVNK5c2e0Wm2VpZi+vr5MmjSJ/fv3c+nSJdRqNbm5ufz444/S5iiANJ506dJF2uX71VdfJTk5mX/++afaygQRZK+Z6LO3n/l3sXIh/6FDh1JaWiotkU5OTqZNmzacO3eOoqIiDAYDKpWKkpISOnbsyM6dO6UAslwux8nJiUuXLuHl5UV6ejpZWVmkpKRgNBqxt7cnICCA+Ph4af5cUVFBp06dGDp0KN9//z1DhgwRGWdNgOivgtC01DqYlpKSQmBgYJUNCGQyGVZWVnTo0IGpU6fWSQPNmjdvztChQ9m9ezeDBg1i69atvPTSS9WWfgqNX027oOl0Op599lmKi4tJTEzEwcFBmrxPmzaNDz/8kJiYGFasWMGbb75JVFSU9L3m5WUnT57knXfeAS7fubOwsCA/Px+FQsGff/5J3759xWRbEGpQU58EOH/+PBqNhpycHIKCgjh06BAymQwLCwtSUlIICQlBoVBQUVHBxYsXadWqFTt37mTSpEkolUoKCwtxcHDAzc0NlUpFQEAA69atw2AwUFpaKi3Zgss3Yr7//nuMRiM7duygQ4cOuLi4MG3aNNavX49Cobju8hRBuJ1udcl3Tk4OBw4c4OzZs+Tl5VFQUEB6ejqJiYkkJSVRVFR0ze+Xy+VYWlpKtQctLCwYN24cK1asQKVS4ebmxiOPPIKNjQ0ZGRns27ePQ4cOUVhYiEwm45577sHDw4N77rmHxMRETp48SVFRETKZjA4dOvDAAw/w559/EhYWRkVFBadPn0alUqHRaCgrK5M2F8nIyGDKlCkAZGdnk5mZKQXSnnjiCf7991/g8tLv8+fPEx8fT2RkJEajkeLiYvbu3StlmVUux+Dt7U14eDjfffcd0dHRODs7k5eXh4+PDy+//DJ79+6VPou6zAYUhFtlzjZLTU2VgsE6nQ5bW1sKCwvR6XRkZGTQp08fYmJiOHbsGEVFRfj5+dGsWTOUSiXfffcdcLlGYatWrUhOTqZ58+ZkZGRQWFiItbU1JpMJlUqFVqslOTkZDw8PHBwcMBgMBAcHk5yczLJly/Dw8KhxwzhBEATh1tQ6mBYQEEBcXFxdtuW6lixZwttvv82hQ4fIzc3l888/v63vL9SNK+ugAMTFxdGmTRtGjx5NmzZtSE1NpaysjLS0NFJTU4mOjkav13Py5EmGDx/OyJEj0ev1qFQq4uPj2bBhA1ZWVmi1WioqKtDr9ej1epKTk6UtwJ966ikx2RaEGtTUJ+HyEpVRo0Zx7Ngxxo4dS0lJCadOncLCwoIjR44wZswYevfuTWxsLDY2NhgMBlq2bMn27dsZP348gYGBpKenc+HCBRISEti0aRMKhYKgoCBcXFzYsWMHHh4eXLhwAZPJJNVvkslkpKSkUFZWxsGDB5k1axYqleqOrU0nNF3Xqy+Un58vBccq/3nmzBnS09O51obqMpkMNzc3mjVrhqOjIxYWFjRr1owLFy4QFxeHp6cnFhYWnD59GisrK1q3bo3RaESlUiGTyTh16hRFRUVERUXh4+PDY489Ro8ePaioqMDJyYmEhATeeecdRo0aRd++fXnooYekJd0nT57kiy++4N577wWgpKREyjA13zgNDAyktLRU2pF39uzZFBYWkpmZiZ2dHSUlJWzYsEE6Vw8bNoy5c+eSnJws1XgLDg5m3LhxREREoNfrq9Q+u3jxIps2bSI2Nlaqkebj40NqaioREREMHDiQgwcPNuoNYIS7k4ODA6+88gqHDh3i+++/5+TJk9jb26NWq+nYsaOUZf3JJ59w//3389BDD6HX6zGZTKxatUq60RQYGEhZWRnJycnI5XJsbW1JT0+nU6dOXLx4kY4dOxIVFSWVYHByciIzM5OgoCD2799PZGQklpaWdOvWrcYNBwRBEIRbU6tgWk5ODmvWrKnrtlyXi4sLP/zww21/X6Fu1bTU8vDhw3h4eDBgwAAWLFhAdHQ0SqUSnU5HixYtcHd3JyMjg08//ZTFixczf/58aXtvS0tL+vTpw4cffsjUqVO5cOECmZmZUnp8cXExxcXFvP322+zcuZNHH32UIUOGSPUnBOFud62dCSMiInjnnXeQyWR4eXmhVCpJSUmhqKgIBwcHPvjgA2bMmMHBgwcByMzMpFu3bvTq1YvU1FR27drFunXr0Ov1VFRU0Lt3bwYPHsynn34KwNNPP8327dtxd3eXam2WlZVx8eJFLl68SExMDNHR0YSHhxMaGkrnzp2lGlGC0NCMRmOVbLLKfyYmJlZZilkTuVyOtbU1VlZWWFlZ0apVKyZOnIiTkxPr1q0jNTUVuJy56enpyTPPPINSqeSbb75h9+7dWFtbU1hYSK9evRg8eDCLFi2SipirVCqKi4v53//+x5YtW8jJyWH9+vVYW1uTnJzMxYsXsbCw4O+//+aVV17hwIED7N69GwcHB3JycujYsSMPPvggLVq0IDo6muzsbAoKCjAYDHTp0oUXXngBX19faQfu77//noSEBOLj44GqgbLu3buzZcsWsrKy0Ov1uLq6SjfIVq5cyYABA6QxpKCgAK1Wy/79+9m5cycuLi54eHhgNBpRKBR4e3tTUVHBPffcw/Dhw0WQXWiUHB0d+e+//ygvL5c2x8rOzqaiooKsrCwmTpxIRkYGixcvlvqQXC6XdrOfNGkS999/P3/++SelpaUUFxdjNBrp1KkTY8aMYcOGDYSHh6PX6zl8+DAVFRXI5XI6depEaGgoc+fOlXbLfu6550QfEQRBqAc3FUz77bffmDJlCrm5uTg6OvLpp5/y4osv1lfbhDtUTUst9Xo969evZ+zYsWRlZeHq6irVx3NwcJCWfrq7u/PJJ58wYcIEJk+eLG1CoVQqOXLkCPHx8Tg5OVFRUYFCoZBqvxgMBi5dusSKFStYsWIFLi4uPPTQQ4SFhXHvvfeiVNY6SVMQmrxrLX82Z5V07NiRpKQk/v33Xz7//HMmTJjAwYMH2bRpE25ubtIyLzs7Oy5cuMBPP/1Eq1atePLJJwkJCSEvLw8LCwvy8vL4+eefadmyJUajkeDgYPR6PQsWLADg008/5fvvvyc/P19aDhMTE0NMTAzTp0/H1dWVoUOHEhoayuDBg6XC6IJQX0pKSkhKSqoxWGbOoLwWV1dX/Pz88PX1xc/PD4VCwd9//421tTWWlpbIZDLptSqViqCgII4dO4afnx9BQUFkZmbyv//9j+joaNLT0/nss8/w8fEhJCQEFxcXLl68SHp6OrNmzaK8vByZTIZcLsfGxgYLCwtKS0vZs2cPISEhKJVKjEYjWq1WWmZZXFzMrFmz+P777+nRowe+vr4oFAqKioo4ePAgH3/8MQMHDuSHH37AYDCgVqtxdnYmIyMDT09PnJycmDFjBpcuXcLGxgZra2tpN9GVK1cyaNAg2rRpw/z58zGZTBgMBoqKirC1tcXT05OTJ08SHh4ufQZ2dnakpKRw6dIljEYjeXl51T7Ttm3bYmFhUesaUJU3QLK3t6dVq1Yi2CDUGa1WS1RUFEeOHMFoNFJQUIBKpaJ58+bY2NhItc20Wm2V7zMajchkMtzd3QkNDSUlJYVRo0YxcuRICgsLcXV15Z9//mHFihXIZDL++OMP2rZtS2hoKMXFxXTo0IG0tDRatWrFpEmTcHZ2RqvVVtm4SxAEQag7NxxB2LlzJ08++aS0JCE3N5eXXnqJ9u3b06tXr3proHDn8fb2pm3btjg4OODk5ERpaalUgLigoAC5XM7p06eltPXExETatWtHXFwcrq6u6HQ65s2bR1FRkXQRf/HiRQ4fPoynpyfJycm4urpy6dIlrKysKC8vZ+jQoWg0Gnbt2kVWVhYXL17k22+/5dtvv8XZ2ZnRo0cTHh7OgAEDqu1qJgh3OnN9l8qF1M0q1yLy9fWV6iBt3bqVUaNGcfz4cSoqKti8eTNGoxFfX1/0ej2ZmZm899575OTksG/fPjZs2ABcrn+p0+nIz88nJCSEiIgI4uLicHZ2pkePHri6uvLII4+QnJzM9u3bcXJyYvz48cTHx7Nt2zays7NZvnw5y5cvRy6X07NnT0JDQwkNDSUkJKRKYEIQboTJZOLixYtSgKxysCwpKUna8OhqzDWN/Pz8qgTNfH198fX1xdbWtsrr9+zZw5EjR6odx7wU8osvvpCyNE0mE35+fjzxxBP8/PPPBAYGkp2dLW0GYmNjw88//0xWVpYU1DMvxwwICODixYvY2dlha2vLrl278PHxIT4+Xtrox5wFExgYyI4dOzh+/DjTp09Hp9MRHx+Pu7s7zz//PD4+Pnz55ZccOXIEhUJBmzZtcHV1xdfXl4KCAmmZuEqlwsfHh+TkZCmg9vzzz5OcnIzBYJB2CVUoFBQWFpKeno6Li4uUSW4eb6Kjo69ZE1ev19e6BmpNm62Yl4qKXQ6FW6HVaomPj+ebb76hXbt2nDp1CrlcTqtWrSguLqakpIRLly5hZ2eHUqlk5MiRHDx4kJycnCq703fr1o3S0lI0Gg2ffPIJUVFRKBQKpkyZQnR0NHK5nOTkZHx8fFixYgVqtRofHx+SkpJYs2YN77//PkuWLKFt27bY2dkxfPjwBv5kBEEQ7kw3HEybP38+NjY2LF26lFGjRpGYmMhzzz3H119/LYJpwk1xcHDg0Ucf5f333+fYsWPY29ujUqlo164dEydOJDk5WdriWyaTsW/fPh555BFWrlxJQUEBSUlJGI1GevfuzZQpU0hJSeH8+fMcPXqUJ598kr/++ouSkhKpeHOvXr145JFH+Pnnn+nYsSNGo5GLFy/i6enJ3r17uXjxIj/++CM//vgj9vb2jBw5kvDwcAYPHiw2uBDuCjezM2Hr1q1p06YN69evp6CggKKiIkwmEyaTCS8vLzIyMvDw8ECn01FYWEhkZCQvv/wy2dnZxMTEUFhYSIsWLWjfvj33338/X331FW3btqVNmzYEBwczYcIEysrK6NSpExMmTGDPnj34+fnxzjvvYGVlxb59+9iyZYsUhNu3bx/79u3jvffew8PDg2HDhhEaGsrAgQOxt7dvgE9TaIz0ej2pqanVssvMf16v2L+dnZ0ULLsyYGZe/nyjrhYE6tKlCytXrqSwsFB6zGAwEBkZiclkYubMmXz33XeoVCqsra0pKChAqVTy0ksvsWzZMrKzs6Wfo1OnTowcOZK//vqLdu3acf78edq2bcvAgQP53//+x8mTJ1GpVFhaWtK+fXvCwsL4/vvvpeyyv/76i+3bt6PT6XB0dMTLy4vQ0FBiY2PRaDRUVFQQFxfH4sWLeeyxx6r8HFZWVgQEBFBSUoJer0etVmNpaSmVVjDXXCsuLqawsBAPDw/UanWV8cbOzo7c3FyCg4OrbFRi1q5du1rVQL3aZiuVdxsVGWpCTa6XzXjq1Cm2bdvG6tWriYuLw9/fH71ej6enJ6mpqeh0Ovz9/cnMzMTT05OkpCQuXrxIdnY2cDko7+3tjYuLC5MmTSIxMRFHR0ceffRRwsPD0Wg0dOzYkQEDBjB79mxOnz5NRUUFKpWKwMBAHnjgAWbNmoVCoZBuCuv1erE5hyAIQj264dnfsWPHmDlzJuPGjQMu18JYtWoVo0ePrq+2CXcorVbLL7/8QkVFBf7+/qSkpFBcXExWVhZjx47Fy8tLqsvi5eUFwOzZs3n88cdp06YNKSkpqNVq4uLimDt3LjNmzOCDDz6gffv2/PDDD/Tv35/Q0FCSk5NxdHTE19eX9evXExcXh4+PD1ZWVri6uvLaa6+xatUq9uzZw5o1a/jzzz/Jysri119/5ddff8XGxoYHHniA8PBwhg0bhpWVVQN/coJQ9ypfIDzyyCOo1Wq0Wi22trY11iJycHDA2dmZCxcuSLWZFAoFJpMJtVpNWloarq6uGAwGLCwsUKvVHD9+nL59+zJo0CD0ej02Nja4uLhQXFzMxx9/TLNmzThx4gTffvutlF0THR2NjY0Nb7zxBj/99BPdu3enY8eO3Hfffdx3333MmTOH1NRUKbC2fft2aXnpTz/9hFKppE+fPlJwLSgoSGSt3eHMGVJXZpglJSVx7tw5KZurJjKZDE9Pz2qBMvOfzs7Odfb7c7VMUCcnJ5KTk/H09JQeM2erZGRkkJOTIxXdP3PmDCaTiU2bNmFvb8+rr77K008/TWJiImVlZZw+fZrZs2czYsQIevXqRW5uLv/++y8RERGsXbuWjh07cunSJSwtLTl58iTvv/8+KpWKPn36EBkZyZEjR3B0dESn02FhYcHevXspLCzk0Ucf5dChQ1IAICkpqcZAokqlQqVSAZez57RabZXAmEKhkDYtCQkJoU+fPowfP14ab7y9vdFqtYwbN46VK1dWCah169aNN998s1ZBr6tttgJU2fxAECq7XjZjQkICU6dOpWfPnhw+fBgLCwtOnTpFSEiIVLLAPH44Ojpia2vLnDlzpKzX3r1706dPHzw8PACIiYlh5syZuLq6YmtrywsvvIC7uztPPPEE3t7eTJkyhWHDhuHh4cG5c+dISkrir7/+wsrKCh8fH1JSUoDLQWexOYcgCEL9ueFg2qVLl+jfv3+Vx1q2bImLi0uNr58wYQJLliy5pcYJd6bKk9n09HTKy8ulyXhcXBxhYWEAnDt3jszMTFq0aEHLli2xtrbm9ddfp7S0FKVSiaWlJRYWFqSmpqJSqdDpdMhkMg4fPkxoaCh2dna0adOGjIwMevfujZOTE1ZWVpSVlXHixAkpzX7AgAEMGDCAhQsXsn//ftauXcvatWtJS0tj5cqVrFy5Eo1GQ2hoKGFhYTzwwAPVlu0IQlNU2+VO5jpMiYmJdOnShePHj2M0GqUMNYVCQUhICGq1mj/++IPExETeeecdNmzYIG0uolKp6Nq1K6+88gpTpkxBo9FgaWlJ69atkclkKBQKLly4QFpaGnq9vsZNEszF2idOnEhpaSl79+5l8+bNREREcPbsWXbt2sWuXbt46623pMya0NBQBgwYgI2NTb18pkL9MRqNZGRkVFuGaf77pUuXrvn95qVQNWWYeXt737ZM5Ktlgsrlcnx8fKTMM/M5DS5ne9nb27Nr1y727duHVqvFZDLRunVr4uLiMBqNUmH+tm3bShmkXbt2BWDv3r0kJiYil8uJjIykrKyMLVu2EBcXh1KppLy8nE6dOvHcc88xb948MjIyKCkpwc3NDY1Gg7W1NfHx8YwbN47du3djNBqxtrbGwsICmUyGi4sLSUlJaDQaKYim1+tp0aIFFhYWuLi4MGXKFBYtWsTx48eBywHMjh078tprr9G+fftqn9HEiRP59ttvGTBgAOHh4ZSWluLs7EyvXr3w9/ev1Wd/tc1WbvR54e5zvWzGqVOnsn//fqKjowkNDcXX1xeDwUB0dDTPP/88u3bt4syZM1WWVMfGxpKZmQlcPp9GRUURExNDWVkZn332GZGRkZSXl+Ps7IzRaGTv3r1YWlpSXFzM6dOnWbx4MWFhYRQXF/PTTz+h0+mQy+X069eP559/nvj4ePr27cvAgQNp3rz5bf/MBEEQ7hY3HEwrLy+nvLy82uOV76CaXbx4kXXr1olgmlAj82S1pKQEnU5X5Tm5XM7y5cvp168fkydPJiYmhqCgIA4ePMiyZcsYMWIEAQEB6PV6bG1tpZ07S0pKKC8vJyUlhZCQEHbs2MH+/ftp3749QUFB/PLLL9KuaD179mTChAnV0t4VCgV9+/alb9++zJs3j8OHD7N27VrWrFlDSkqKFGSztLRkyJAhhIWFMWLECFEAXWiSbmW5k1KpJDAwkL/++otp06ZhNBqJjIxEJpOhVCrx9fVlwIABFBYWEh0djclk4rPPPmPGjBm88sorlJSUSMXHExISsLa2Ri6Xk5eXR1ZWFmq1GgsLCxQKhVQ4+Xr1kdRqNYMGDWLQoEF89dVXJCYmEhERwZYtW9i5cyfnz59n6dKlLF26FAsLC/r160doaCjDhg2jTZs2ImutkSgpKSE5ObnGYv/JycnXLfbfrFmzaoEy89/d3d3rbSfYmy1o7+vry/Tp06XvsbOzQ6/Xs2nTJgCp7lhRURFWVlYMHjwYV1dXgoOD6dChA2fOnGHdunXodDqsrKykm0izZ89m/fr1lJSUSFkxPXv2JDIyEgCdTseZM2c4ffo0bdq0YeTIkVhYWKDX68nNzSUhIUEKXpsD2lZWVpSWlmIwGNBqtSgUCqysrPDy8iIpKYnTp0/Tq1cvzp07x9mzZ/Hx8QFAo9Fwzz33MGfOHOLi4vDz8+Oll14iJycHnU6HWq1GoVBcNTDm6+vLe++9V+UzutWdO683jtS2Dptw57peNmN8fDxarVYqUXD27FkpC3b16tW89NJLDB06FIVCQVZWFl988QX5+flYWVnx6KOP4uLigkqlIjk5ma1bt2JnZ8fatWulm78xMTEUFBQwbtw45HK5tKN2x44dCQoKon379sTGxmI0GsnNzeX777+nVatWTJ48WQTSBEEQ6tlNbWE4fPjwKnduTSYTBQUFbN++XXqsoqKCS5cuUVFRUXetFO4o5smqXq+v9lxKSgoBAQHs2LEDOzs75s6dy6JFi9izZw+vvvoqf/31F1u2bMFgMKBUKgkKCpKWexQVFRESEsLIkSNZsmQJarWaw4cPExISUuUCKjExkV27djF06NCrtlEul9OjRw969OjBF198wfHjx6XA2tmzZ9mwYQMbNmxAqVQycOBAwsLCGD169FUzNQWhsanNcidzwCA/P5+33nqLyMhIli5dyn333cfw4cPx9PTEaDQSHx9PcXExlpaWGI1GLC0tee2111ixYgXx8fHodDoMBgMjR47k8ccfJzc3F09PTzQaDXK5nPLycioqKqR/u7m54erqelM/n5/KcOqIAAB4vUlEQVSfHy+//DIvv/wyxcXF7Nq1i4iICDZv3kxycjLbtm1j27ZtvP766/j4+EjLQe+77z6xpLseVS72X1PA7HrF/hUKBd7e3tUCZX5+fvj4+DRIMKQ2GZ41Bd/M35eQkCDVHTMYDIwYMYLNmzezb98+KSgWEhLCtGnTmD9/Ph4eHuTk5GA0GqmoqJDOX6NGjWLFihVS1pdOp8POzo7NmzczadIkNmzYwKpVq/Dz8yM3N5euXbvSs2fPKvM3g8FAYWEhdnZ2FBYWolar0Wg0uLq6cv78eby9vcnJyeHYsWMMGDBAqndmzsIpLi5mwIABDBkyhFOnTrF06VL69u3LwYMHpc8I4MSJEzUGIh0cHOp02eWNbrYiCGbXy1Y0b6bz1Vdf0aJFC3r06EFaWhoajQaA0tJSVq5cSXFxMUePHsVgMNC8eXM8PT357bffpFqC5izNzMxM1Go17u7u6HQ6TCYTMpkMS0tLfH19sbKyQqPRYDAYcHBwoHfv3gQFBUnjyfDhw2856CwIgiDcmJsKphUVFUkXN2ZOTk5VXmNeniOCacLVmCezNU1Qzp8/z/PPP89PP/2EnZ0db731FgkJCQwcOJDly5cTFRUlLfGsqKggPj6eTZs2sWrVKhITEzEYDOzevRuZTEZhYSE2NjZSFpu/vz9yuRwnJyfS09NvuDaKTCajc+fOdO7cmU8++YTY2FgpSy02Npa///6bv//+mwkTJtC/f3/CwsIYM2YM7u7u9fDpCULduNnlTuaAQUxMDNnZ2WRkZNC1a1e++eYb4uLiKCkp4dChQ4wcOVJajnfPPfcwadIkLCws2LFjB6dPn6a0tFQ6P5w9e5alS5fyyCOP8Msvv0g1FM3LRdu1a0dJSQk9e/Zk/vz5TJw4sVa77VlZWUlLPBcsWMCZM2ekrLU9e/aQnJzM4sWLWbx4MWq1Wqq7GBoaip+f302/391Or9dLdXxqql9WucB+TczF/s27YVZelnmzxf7rW20yPK8WfHvllVeqLP9UqVT07duXf/75B61WW+UYUVFRwOWbnOvXr8fV1ZUOHTowefJkLCwsOH36NAsWLKBFixa0atWK5557Dq1Wi6OjI2fPnuWbb775f+3dd1wT9/8H8FcSwp5BFJmCyBIBRcU9cKM40bqqrbaKe1SttW5r3dZt1Vr3qHtV3Nu6cKOiKFNU9p4h+fz+4Jf7EgkYEAnB9/Px8KG5uyTvi/fO3b3zGWjfvj26d++O2rVrQ09PD8ePH8fjx4/h5OSER48eceO1xcbGchOEvHjxAhoaGsjNzUXjxo0xYsQIZGRkQCAQ4MqVK3j16hVGjBgBTU1N7Nu3D8+ePYOuri4EAgHq1q2LPn36wMXFhbvhT05Oxty5cytsZs3STLZCCFBya0VdXV1YWloiKioKrq6uEIlE6NGjBxYsWICbN2+iS5cu2LZtG0xMTHD58mUAQJMmTWBsbIwrV65AR0cHeXl54PP5ePLkCXg8HoYOHQoTExO8fv0atWrVAo/HA4/H44ZEkcVTOK7yLjoTQghRjtJXpObm5tyvpZ+SmpoKJyenzwqMVF2yi9k//vgD0dHRXFdPNzc39OrVC/PmzYO/vz/atWuH6dOn4/Hjx1i9ejW2bNkCoKD1I4/HQ/Xq1WFhYYGzZ8/CysoK8+fPB1Dw6964ceOwbt06SCQS6Orq4u3bt9wYL7KuyWUZG4XH46FevXqoV68e5s6di5cvX3It1h4+fIiLFy/i4sWLGDNmDFq0aIE+ffqgd+/e3EQKhFQWpenuJCsYhISEIDw8HNnZ2bCwsMDdu3eRmZkJT09PHDhwADNnzsTOnTtx9+5d6Orq4vz58zA0NMSIESOwZs0arggue/3s7GzcvHkTI0eOxKVLlyCVSmFubo6srCw4Oztj+PDhePz4MXg8Ht68eVMus+3xeDw4OzvD2dkZkyZNQkZGBi5dusRNZBAVFcUVyMePH486depwhbVWrVrRDL/FmDhxIqKjo/HmzZtPDvYPAFZWVkUG+pf9EYlEatPttrQtPEsqvq1ZswZz5syR6/7JGMO5c+e4VmBGRkZITU0FUFBQ69GjB7S1tWFmZoaUlBQsXrwYfD4fAoEAhoaGGDp0KLZv345z584hJSUFEokEjRs3xuzZs7Ft2zbk5eXBzMwMa9asgZ6eHhwdHeHr64uYmBhcv34dQEFLbWNjY4wcOZIbs/Tdu3cIDg5Gv3798P3336NJkyaoWbMm3r9/D2dnZyxbtgxPnjwBUNA6TV9fH8+ePQOPx8PixYvh6emJlJQUrF69usJn1lTUxZZa8pDiFNeaUSgU4rvvvsOsWbO4mTmnT5+Oly9fYuTIkQgICICGhgauXr3K5RKPx0PHjh2xadMm1K5dG2FhYWCMITs7GyKRCElJSUhOTkZ0dDQMDQ2Rk5MDPT092NvbIyoqipulk1pREkJI5aB0MW3w4MFKd30xMjLCkCFDyhwUqfrs7e2xYMEC9O/fX26sh0OHDsHMzAw1a9bEo0ePkJmZCaFQiGfPnkFfXx81atQAUDBmk5GREV69eoX8/HyuSwmPx8Pz589hZmaGFStWICEhAaampujWrRuuX78OS0tLbnDk8ugO5OTkhBkzZmDGjBkICwvDoUOHcPjwYdy9exfXr1/H9evXMXHiRDRp0gR9+vRBnz59uPFkCFGl0nR3khUMCo9zmJCQgOrVqyM1NZWbnGPNmjU4ceIEpFIp+Hw+XF1dkZmZiZiYGLi5uSE7OxtSqZTrph0bGwsNDQ08f/4cjRs3Rtu2bZGWlgZjY2McP34c8+bNw9u3b+Hm5gYfHx/cvn273Gfb09fXR/fu3dG9e3cwxvDs2TMEBgYiMDAQ169fR2hoKFavXo3Vq1dDV1cXPj4+3FhrdDPzP9u2bZN7rK2tLdeyrPDA/3Z2dlWmKPmpH2USExPlujDy+XxERUUp3LZw8U12jF+7dg1isZgbr8zW1hbR0dFIS0sDn89HtWrVMHfuXJiamoLP52PIkCH4999/kZ+fjx9++AHnzp3Dq1evIBKJIBQKkZSUhDt37iAnJwd9+/aFp6cnGGNYtmwZNDU18ddff+HIkSOYMmUKevTogZSUFBgZGeHt27c4fvw4unbtilmzZiEjIwP5+fmYPHkyjh8/js2bN6NatWrIy8vDypUr8fz5c262X4lEwuV8cHAwsrKyAKh2Zk1qyUOUVfgH4CdPnkAsFkMoFGLAgAE4cuQILC0t0aFDB27cwxs3bnC9II4fP87NrCnLh7y8PMTGxkIikcDFxQVSqRTZ2dnIysqCWCyGQCCAnp4ezMzMkJ6ejo4dO6JZs2bYtGkTd96mVpSEEFI5KF1MW7p0aaleuLTbk6+PorEevL29cefOHQQGBqJly5aIiIiAjY0N92t8Wloa8vPzkZubC09PTyQnJ0NfXx8ikQh16tQBn8+Hnp4enjx5gpiYGJw4cQJPnz6Fp6cnJk2ahLNnz0IsFn+RX/Xs7e0xbdo0TJs2DdHR0VxX0Js3b+L27du4ffs2pk6digYNGsDf3x99+vSBo6NjucZAiLJK091JVjAoPM6hVCrlup6FhITA3t4eHz58gLOzM6RSKXg8Hvh8PrS0tLgJQt6/f8+1Fq1WrRoEAgEkEgkEAgH++usviEQizJs3D82aNcPIkSNx7949AEBwcDD8/f3lYvkSeDwe3Nzc4ObmhqlTpyItLQ3nz5/nimvv3r3DqVOnuEHiXVxcuFZrLVq04FoNfI2mTp0KV1dXrmD2JQf7r0xK+lEmKysLMTExWLVqFbesWrVq6NKlCwIDAxWOG/rx8W1oaMj9AJSSkgJLS0vUqFEDNWvWhK6uLoRCIdasWQOhUIjc3FzUq1cPmzdvxvPnz2FjY4ONGzfCzs4OOTk5EIlE3NiDGhoaaNq0KeLj46GnpwdTU1OYmZlh7NixSEhIgKamJmrUqIG0tDRoaWmhSZMmyMvLwy+//IKsrCxoaGhwXUxlXU5r1KgBXV1drkiuoaHB7aOsy6ienh7XOpVm1iTqgsfjwdXVFXXq1EF2djZ0dHRQs2ZN1KtXD7t27cLly5eRkJAADQ0N/Pbbbzh8+DD27t0LiUQCHo8HHR0dWFpaIiwsjMvnhIQEmJmZgTHGnRtlRd7du3dzsxNnZmbC1tYWq1atgrm5ObWiJISQSqTyDDxCvlqFfyF+9OgRbt++DaCgZYPs1/iQkBA4OzvjwYMH3EW57Ca8bt26ePHiBXg8HnJzcxEbG4v09HSuFYy+vj7u3r0LPp+P9u3bIyEh4Yv/qmdtbY2JEydi4sSJeP/+PY4ePYpDhw7h6tWrePDgAR48eIAZM2agXr166NOnD/z9/eHq6qo2XZtI1aBsdydZwUB2E/AxTU1NBAcHQywWIyIiAllZWeDz+XB3d0dkZCQeP34MBwcHhIWFQSKRcOOmGRgYwMzMDI8fP4aLiwsSExOhr6+PW7duoUaNGvD29saJEycAFAziXDiWimBoaMi1KGWM4cmTJ9wkBrdu3cKLFy/w4sULrFixAvr6+mjfvj3Xas3KyqrC4qwMZs6c+VXOhFhcC0+xWAwdHR1ER0fLLQ8LC0NUVBTX0vJjH3+GtWrVgru7O96+fQtdXV2EhYVBW1sb1atX51pnV6tWDS9evIBUKsXly5cRExODhg0bAigoAkilUi73+Hw+jIyMYG9vjwcPHmDDhg1wdHSEUCiEpaUlGjZsiMTERBw6dAhPnjyBQCCAtrY2GjdujF9++YWbgRMoaJm9d+9eLlapVAqhUIi8vDxUq1YNqampXEGAx+NBT08PdnZ2MDU1Vbivn/osCFGFlJQULFmyBOfOnZObgX7lypU4cOAAnjx5gtq1ayMrKwujR4/G4sWLudnja9asidTUVGRnZyM2Nhbm5uYIDQ2Fp6cnHj9+zOVkdnY2DA0N4ePjgzt37uDKlSvIzs6GWCyGq6srevXqRTNzElLO9NZtVHUIRRQXU+bYURUcCVEWFdNIpVL4xiQpKQlubm54/vw5njx5gm+++QYikQgRERFci5eOHTuiadOmWLp0KaysrKCtrY309HSua0lkZCTMzc2hr6+PlJQUeHt7o2HDhhX6q17NmjUxevRojB49GvHx8Th27BgOHz6Mixcv4unTp3j69Cnmzp0LJycn+Pv7w9/fHx4eHlRYIxVCme5Osrx88eIF9PT05G4o3Nzc8OHDB9jY2EBTUxOGhobIyspCjRo1kJubi4SEBJw8eRK7d+9GTEwMXr58idzcXGRkZKBLly7o3bs3Xr9+jZ49e+LixYuoXr063r17h6dPn2Lo0KHIz88HY4ybxVFVXSt5PB48PDzg4eGB6dOnIzk5GefOnUNgYCDOnDmD2NhYHDt2DMeOHQMAuLu7czOENm3atNhCJFFvxbXwtLKygre3NwIDAwEUFKK9vLxgbGyMxMREuLq6AgDu37/Ptd5S1GLa2NgYkyZNQm5uLo4cOYLk5GQAQKNGjVC/fn2sW7cOfD4fJiYmePfuHfh8Pm7fvo2OHTty44tKpVLUq1cPWVlZ3Hnl1atXyMnJgZWVFYRCIcRiMe7cuYPIyEjUq1cPjx8/5rqR6unpISoqCtu2bUOLFi0QEhICoKBgqKGhwU0YIhQKoaOjg+fPn8PIyIhr8cbj8bjHLi4u3D7SzJpEHYSGhnKFNC0tLXTq1Am1atWChoYGOnbsiFq1auHJkycwNTXFvXv3uEKavr4+vvvuO6xfvx4aGhpIS0tDjRo1cPToUUyfPh0CgYArunt4eKBu3bpo1qwZVq5cCUtLSxgaGnItxamQRgghlRMV00ilUvjG5P79++jfvz/279+Pd+/eQV9fHw0aNEDr1q3B5/OhoaGBlJQUbpYjqVSK/Px8SCQSeHh44OXLl8jMzERGRgZCQ0Ph4OCAJ0+ewNXVVWVN5M3MzPDjjz/ixx9/RFJSEk6ePIlDhw7h3LlzePnyJRYuXIiFCxfC3t6ea7HWqFEjKqwRlSqcl2KxGOHh4cjMzISbmxsGDhyI7OxsODo6wtbWljtWDQwMuCKBk5MT/v33Xzg5OaFHjx4ACrpIRkREYM6cOUhKSkJsbCzq1auHgIAALF68GAKBAFlZWcjIyIC7uzsSExPRvHlzJCcnV4ouLiYmJvjmm2/wzTffQCqV4uHDh1yrtTt37uDJkyd48uQJlixZAkNDQ3Ts2BG+vr7o3LkzatasqerwSTlS1MJTLBZj0aJF3PhKXbp0wf79+xEcHAyJRAILCwuYmZmhf//+CAwMhK2tbbEtpu3t7fHDDz/AwcEBYrEYmpqasLKywtixY7mu1tbW1sjIyOAmLRCLxRCLxWjbti1OnToFqVQKa2trmJiYAABcXV0RExODyMhIuLi4IDs7G7m5uQgLC0OjRo0glUphZ2eHDx8+4O3bt9DQ0EBeXh6mTZsGXV1daGlpwcDAAJqamlyrM1lx4OzZswgICMCjR48QFBQEOzs76OrqFulCTjNrEnUQGxvLFdICAgJw9OhR7Ny5E46OjggJCYGnpye++eYbLFmyBP/99x/3PAsLC7x58wb29vYICwsDn88Hn8+HUCjE6tWrMWHCBHh5eSEiIgLVq1fH9evX8e7dO0yYMAF8Ph8NGjRAnTp1KA8IIaQS4zFZn7kqTDbwb2pqKnUbUBMpKSmIiIhAeno6jI2NIZFIsGzZMgQFBSEzMxPx8fFgjMHOzo4bP+bJkyfceEw9evTAqlWruNkB37x5A0dHR3z77bdo0aIFWrdurepdlJOWloZTp07h0KFDOHPmDLKzs7l11tbWXGGtadOmVX4cIsrXykuWl4mJidDQ0ICuri54PB7+/PNPXLhwAT/88AOOHTuGzMxM6OrqcmPLdO/eHStWrOBasPj5+SEiIgJ5eXl48OCB3Hs0adIEbm5uuHz5MgICAnD79m1uVs+7d+/C1tb2i83yV14SEhJw9uxZBAYG4uzZs0hISJBb36BBA67Vmre3N9dtTh1Rvir26NEjzJo1C0DBMX3p0iUEBwdz6x0dHcHn82Fvb4/JkyfD2tq6xGP62LFjGDlyJPd46tSp+Pnnn6GpqQmBQAAHBwfo6OhwQyPMnz8fV69ehY2NDQ4fPoz79+9DT08PVlZWcHZ2hqenJ1auXAkNDQ3Uq1cPeXl5SElJQX5+Pvz9/bFz506uOAcUjLFmbGyM1atXcy0y27dvj+fPnyM8PBw2NjYwMTGBjo4OV1wfP348kpOTuQJ4nTp1FLawkX2v0MyaFYNyVrHCx6GRkRFsbW1hbGyMS5cuYd++fWjbti3++ecfvHz5EllZWdDT00N0dDQ3aUB2djY0NDS4MQFdXFwQFhaGn3/+GSdOnEBYWBjXHdTFxQVjxozBmDFjwOPxYGBgAE9PTzx79ozrBr1gwQKaJINQvn5BlbGbZ3Gom2fl9cVapo0YMQKbN2/+Ui9PqriPu549evQI0dHR0NDQgI6ODmrVqoX09HSEhYVBLBZj3LhxaNu2Lfh8Pl6+fIlVq1ZBIpEAAPh8PgwNDWFvb4+IiAjUrVtXRXtVPENDQwwcOBADBw5EZmYmAgMDcfjwYZw8eRLR0dFYtWoVVq1ahZo1a6JXr17w9/dHy5YtoaFBjUtJxfk4L1NSUjB37ly8ffsWfD4fGzZsQNu2beHo6Ah7e3vweDy8fPkSUVFRmDJlCrKzs6Grq4saNWpg7ty5qFatGneRKBMcHIxvvvkGGRkZqFOnDnJzc7FlyxaulduXnuWvPFSrVg2DBg3CoEGDIJFIEBQUhNOnTyMwMBD37t3jxk1cuHAhRCKRXKs1MzMzVYdPykHhLowikUiukKanpwc9PT0IhUIkJCRwA4+XRNaiTCYmJgbe3t64d+8ecnJykJOTw42n1rp1a1y8eBEnTpyAQCDgxvITiUQwNDSEtrY2AgICkJuby3Xx5PF4yMzMhIGBAYRCIUQiEVq0aAEnJyeuK1pUVBSEQiFsbW3x66+/Ij8/HwMGDMCWLVtw+/ZtZGRkwNHREQ0aNMB3332HHTt24OXLl1zMshZn9vb2cvtCM2sSVQsLC8OaNWvkZpd1cHDA+PHjYWhoiNevX8PS0hInT54EUHDNJptEJysrC3l5eTA0NMR3330HGxsbpKSkQF9fHw8ePMDatWvRoUMHjBw5Erm5ucjNzcXjx49x+/ZtvHr1Cg4ODnj8+DF69uyJV69ece9PE3AQQkjlp9Sd+M6dO0v1ojExMdi1axcV00i5effuHcLCwpCamsoNXm5oaAg7OzukpqYiNzcXO3bsQFpaGoYNG4a6detyg5hLJBL4+PjA29sb69evx+DBg1W9OyXS09Pjxk7Lzs7GuXPncOjQIZw4cQLv37/Hhg0bsGHDBpiZmaFnz57w9/dH27ZtaUwmUuEiIiLw5s0bCIVC2NnZISwsDEePHoVEIsE333wDHo+Hvn37YsmSJdi+fTv3vMWLF8PGxgYPHz7kim7p6enQ0NDguon27dsXO3bsUGrGw8pMIBDA29sb3t7emDdvHmJjY7lWa2fOnEFSUhL279+P/fv3g8fjoVGjRlyrtYYNG1b5lqhVVeEujLLJMwBwg/AX/r5W5niuU6cOGjVqxM1we/fuXfj6+iIrKwvh4eHIysqCVCqFra0tOnfujLdv3wIA8vPzcfz4cbi7u2PkyJGYMWMGOnXqBCcnJzx79gwCgQBCoRBSqRQ5OTlo0aIFeDwehgwZgj179uDAgQPg8XjQ0NBA8+bNYWZmhm3btsHKygqmpqa4ceMGGjdujM6dOyMnJ4frmrZy5Uq5QhpQUAhfu3ZtpW9ZSr4uKSkpRQppQMHxev78eTx8+JDrPi2TlpaG0NBQZGZmcsvnzp2L/fv349KlS0hISEBCQgLc3NwwduxY3LhxAzo6OpgzZw50dXVhZGTEtUjm8/ng8XiQSCTQ0dHh3oNaIRFCSOWnVDFtxYoVCA4ORml6hNIYT+RzFG5uLxKJ8OHDB6SmpoIxBk1NTWhpaUEikSAtLQ01a9aEqakpTE1NkZaWhgMHDqBp06YYPHgwatasiZSUFNy9exfr16+Hu7s76tSpo+rdU5qOjg569OiBHj16IDc3FxcvXsThw4dx7NgxxMfHY8uWLdiyZQtMTEzQo0cP9OnTBx06dICWlpaqQydfgcJFAF1dXTg5OcHCwgLp6el4/fo1li5dipkzZyImJgbOzs7cDLyampp48+YNqlevjlevXqFGjRqwsLCAjo4OBAIB3NzcEBERAS8vL7kB2mXU+SajRo0aGDJkCIYMGYL8/HzcuXOHa7X28OFD3L17F3fv3sW8efNgZmaGzp07o0uXLujYsSPX/YeoB9lYao8fP0bt2rW5Afo//uFDmePZwsICv/32G2bOnMm1RluyZAlGjhyJhg0b4uXLl1xLt/nz52PJkiWYO3cucnJyYGxsDDMzM8ydOxdGRkYICgrC0KFDcfz4cURGRnJdM9u2bYu2bdvC1tYWy5cvR3BwMAQCAdcNLSkpCevXr0enTp24FjRisVhuVlIvLy/ExcUVKaTJREZGIjo6WmF3OkJUQfajkCISiQTPnz+HsbExDAwMYGBgAJFIhLS0NCQlJQEoaIlsbW0NHR0d5OfnIycnBzo6OrC3t0d2djZevHiB6dOnY/z48TA1NYWenh66du2KVatWQSQSITs7GwKBACYmJtx3A03AQQgh6kGpYlpAQACCg4PRu3dvpbqVvX37FqNHj/7s4MjX6ePm9r6+vggNDYW7uztu374NoVDIHYc5OTnw8PCAsbExfHx8wBhDamoqhEIhPnz4AAMDA8yePRt5eXlo1KgRFi5cqLazImlpacHX1xe+vr74888/ceXKFRw+fBhHjx5FXFwctm/fju3bt8PQ0BB+fn7o06cPOnfuLPdLJyHl6eMigKx7mOzGOzY2FjExMdDT04OWlhYYY3j//j1u374Ne3t7SKVSmJqacgW2mJgY2Nra4syZM7hw4QLs7e3h6+uL06dPlzjjobqStfZp3rw5Fi5ciHfv3uHMmTM4ffo0zp8/j/j4eOzatQu7du0Cn8+Ht7c39x3g6elJrdbUgLGxMTw8PODt7f3Zs1Z6enpi8+bNCA0NRVxcHN6/f4+XL19i2rRpyM3NBVAwg2Dt2rWhr68PS0tLGBsbIycnB7GxsRg2bBju3buHs2fPYsWKFRg5ciRatmwJHo8HHR0dPHnyBPHx8ahWrRrS09Ph6uqKvLw8bkbQuLg4SKVSDBo0CNHR0QpjNDQ0LLalnWwihhUrViAxMVHuM1DU/ZOQipCWlsbNtisSiZCTkwNtbW0kJSVxE3kYGhoiNzcXPj4+OHXqFDcumux61MXFBffu3UNUVBR0dXW5ormmpibevXsHxhjmzp2LxMRE3L9/H5s2bYKBgQFsbW0RHR2NJk2acHlDE3AQQoj6UKqYNnjwYISEhKBRo0ZKv3BGRkaZgyJfL0XN7XNycnD16lX069cPeXl5CAoKQm5uLvT09ODg4IC+ffti6tSpuH//PnR0dFC9enUkJyejdu3aiIqKwq5du8Dj8Yod/FgdCYVCdOjQAR06dMD69etx48YNHD58GEeOHEFMTAz27NmDPXv2QFdXF127dkWfPn3QtWtX6Ovrqzp0UoUUHheqMKFQCHd3d6SlpXF/BAIBrK2tkZSUhBMnTmDKlCl49OgRzp49y81EaG1tjXbt2uGPP/4AALx//x5CoRCNGzfGzZs3q/xNhoWFBYYNG4Zhw4ZBLBbjv//+41qtPX36FLdu3cKtW7cwa9YsmJubo3PnzvD19UWHDh2q7GdSFZTnrJUWFhawsLDAo0ePsHPnTojFYtjZ2XGzhspu4q2trWFgYIA1a9YgJCQEoaGhXF5u2rQJ79+/R3x8PE6dOoVff/0VxsbGMDU1xdq1a6GlpcXNMJicnMy1KAUKeh0YGhoqHFZAVhiMiIhQGLuXlxf279/PDdMgQ90/iSoZGRnJzbYr4+bmhp9++gl6enoAgNTUVNy+fZsrpAGAtrY27Ozs8M0332Dq1Knc2IPx8fGQSCQwMDBAtWrVEBkZiXbt2iEpKQlBQUFwdHTkcrV+/foYOnQosrOz0bVrV5qAgxBC1IhSxTQDA4NSFdLevHmDpk2bljko8vVS1NxeW1sbmZmZWLduHfr27Yvu3btDKpWCx+Ph2bNnyMrKwrNnz6ClpQWpVIqMjAw4OTlBS0sLiYmJVX5wY4FAgNatW6N169ZYtWoV7ty5g0OHDuHw4cOIjIzEwYMHcfDgQWhra6NTp07w9/eHn58fjIyMVB06UXMlFQlGjhzJje8EgOuWbWJigqysLGzatAnr169H69atUbNmTbx58wavXr3CypUrkZuby43TdOvWLQQEBKBz585f1U2GUCjk8nrJkiWIjo5GYGAgTp8+jQsXLuDDhw9ca1SBQIDmzZvD19cXXbp0Qb169WiohUpG1uWzvGatVFTIlrXerFOnDszMzLB06VK8efMG2dnZ3A+cV69eRWJiInx8fLjumbIJPQp3S5WN61a9enXk5eXJFes8PDwQGhpabGGwuCK7SCRCeHg4HB0di+yPOkwsQqomMzMzHD9+XK6QxufzERMTg3/++Qddu3bFtm3bcPnyZWRmZkJHR4cbRkRPTw+hoaEICwuDUCiERCKBhoYG9PX1oa2tDRsbGwgEAtSvXx+1a9dG7dq18ccff9DstYQQUkV81lSAcXFxCA8PR15entx4allZWdi5cyf27t372QGSr4ui7iFJSUmwtrZGXFwcDh06BG1tbRgYGODly5fw8PCAVCqFVCpFXl4eJBIJsrOzYWJigszMTNjZ2anVYOWfi8/no2nTpmjatCmWL1+O+/fv4/Dhwzh06BBev36N48eP4/jx41zLNn9/f3Tv3p3GYiJlVlKRQENDQ27Q9JSUFFhYWCA+Ph6WlpY4deoU9u3bh82bN2PZsmVcAUgoFCI/Px+MMeTm5iIzMxNt27ZV5W6qnLW1NUaMGIERI0YgNzcX169fR2BgIAIDA/HixQtcu3YN165dw/Tp02Fpacl1B23Xrh0MDAxUHT5B+c5aKStkL126FOfOnUNmZiaAgtY0zZs3l/th6uMxB4ODg+Hv7889/vgcKRKJ4OTkhLCwMAgEArlWZA4ODqhbty7q1q1bbEGguCI7n88vMvlCYV/TuZpUHnFxccjOzoaenh4yMzPB5/NRvXp1fPjwAYGBgdDT08PTp0/BGINAIIBEIsGRI0dgaWnJdX0GCnLPwMAAPB4PAoEAfD4f+fn5qFOnDiwtLbn3q+o/8BJCyNekzMW0nTt34ocffoBEIlG4nm7OSVkoGoj5/v376NevHw4cOMBdrGdmZqJBgwbo168f4uLiuBk+GWPcrEiZmZkIDw//ascM4/F4aNiwIRo2bIjff/8dT58+5VqsPX/+HKdPn8bp06chEAjg4+ODPn36oFevXqhevbqqQydqpribAwcHByxbtgwrVqzA8+fPuTFkHBwc8N133+HFixdwc3ODvr4+0tLSoKGhAQ0NDUgkEmhra3PFNW1t7Qreo8pNS0sL7du3R/v27bFixQqEh4cjMDAQ//77Ly5fvoyYmBhuchKhUIiWLVtyxTVnZ2dqtVZFiEQi1K9fHx4eHnLjPB04cACdOnXiWpMpKl4VnmFUdt6VjVcaFRWFLl26ICoqCq9evYKdnR10dXWLdEstqSCgqMguFotx6tSpYp+jzhOLEPWVlpYGXV1dODo6Ijs7G1KpFJGRkZBKpcjMzMTGjRsBAM2bN0dycjLXW6JwIe3s2bP4888/ceTIEYSHhyM8PByZmZlwc3ODt7c3/vjjD4waNYrGBSSEkCqmzMW0RYsWoVu3bvDx8cH169fRqFEjmJmZAQAuX76Mbt26lVuQ5OtRXNeVwMBA9O3bF/Xr10d2djYYY7h69SrWrVsHX19fuLq64vHjxwAAxhj3x87Ojm7EUVBYc3d3h7u7O+bPn48XL15whbXHjx/j/PnzOH/+PEaPHo2WLVvC398fvXv3rjJjzBHVcXFxwfLly7mbasYYbty4gS1btiA9PR1PnjzB8uXL4eHhgcePH0NLSwu5ubnIzc2FlpYW3NzcUKNGDVXvRqVmZ2eH0aNHY/To0cjOzsbVq1e5LqGvX7/GpUuXcOnSJUyZMgW2trZcd1AfHx9uPCCifiIiIootTkmlUmRnZ3NdM2WtbmRk50XZOGcfj1caGBgIHx8fiEQi8Pl8NGjQAHXq1ClVd7SPi+wpKSkKu38WjoOQiiYr4soKz2lpacjOzkZaWhry8vIAAI6OjujcuTMuXbqE5ORkJCcny71GnTp18P79e8yaNYvrSi0rbgcGBkIsFtO4gIQQUgWVeSowbW1tHDlyBGPHjsXcuXORm5uLoUOHYujQofjzzz+5wkZ52bBhAywsLGBubo6FCxeW62uTykPWPcTBwUFuua2tLdq3b49GjRqhVatW8PDwQFRUFJKTk3H58mX06NEDHh4eAAoujDIzM+Hq6or+/fsjJSVFBXtSubm4uGDWrFl49OgRQkNDsXjxYjRs2BBSqRRXr17FuHHjYGlpiebNm2PlypWIjIxUdchEjcluqlu1agUej4fbt29DLBZzXbMvX76M7777jsthHo8Hxhjq1q2LH3/8EdbW1ireA/Who6ODzp07Y/Xq1QgNDcWrV6+wevVqdOrUCVpaWoiMjMTGjRvRvXt3iEQidOrUCatXr8arV6/khmsglV9J3SKTkpK4VjBCoRB2dnZc4dTNzQ1JSUlyLc0+Hq9ULBbj9u3bOH36NE6dOgWhUPjZRYDizu9VfWIRUrnJfsSVSU9PR3JyMvLy8sDn89G/f384OjriwYMHGDBgANzd3eV+hHBzc8OPP/4IHx8fJCcn4+DBg7h06RJOnz7NneuA/40LSAghpOrgsTJePTdv3hznzp3jTih+fn7YtGkTLCwswBiDj48PLl++XC5B3rlzB7t378bw4cNx/fp1TJw4Ef/884/cmB8lSUtLg5GREVJTU6kbgZpISUn55ACt//33H2bNmoW4uDhER0djwIAB8PDwgEgkAgBkZ2cjLi4OjRs3Bo/Hg5GREWxtbemCvQSRkZE4cuQIDh48iFu3bsmta9iwIfr06QN/f/8iN0PlifK16kpJScHjx48RFhYGY2Nj5ObmIjIyEuHh4bC3t0dCQgKqV6+O9PR0aGpqQl9fH927d4ednZ2qQ68SsrKycOnSJa7V2sc3drVr11bYaqgklK+q8+jRI8yaNUvhOqFQiF9++QV79+7FixcvkJ2djby8PDg5OWH06NHc4Oiy8+G1a9ewbNkyued7eXlBJBIhJycH7u7u8PLyKpfzpzLnd/LlUM4WFRYWhrVr1+L27dsICgpCfn4+tLS0MGXKFISGhsLd3R0ikQhisRhNmjSBVCpFQkICtLW1UaNGDVhbW8PY2Bj37t1DUFCQXLfr+/fvcwW1qVOnolWrVireW6JOKF+/HL11G1UdgtIyx45SdQikGGXu5tmxY0dYWlrCwcEBBw4cwLhx49CkSRMMGDAADx48wLNnz8otyMzMTKxduxZAwRgdN27cwOXLl5UuphH1o8wArXp6evDx8YGDgwPEYjHi4+Nx/fp1nDx5EgCwePFiPHz4EBcvXuTGjJH9Ak7jVihma2uLSZMmYdKkSYiJicGRI0dw+PBhXL9+HUFBQQgKCsIvv/wCd3d3+Pv7w9/fHy4uLqoOm6gB2XhMjx8/xvPnz5GSkgJ3d3d07doVT58+hZ2dHfT19WFlZYX3799DW1sbLVq0oEJaOdLV1UW3bt3QrVs3MMbw8uVLnD59GoGBgbh69WqRmZRJ5VbcrJlAwXd5nTp1MGbMGPz3339y3c4OHjyIUaNGyRWwCt+kCYVCdOnSBfv37+dmOHR2dkaDBg3K5fxJA7CTysbe3h62trZYt24d8vPzYWdnh759+yI0NBTt27fnckFPTw+Ojo5wcXEpkgthYWHYtGkTdw0KFLRa69+/P9fVk4ohhBBStZS5m+fs2bMxffp02NvbQ1NTEx07dsTw4cOxYsUKXL9+vVy7Yvr4+Mg9trCwgI2NTbHb5+bmIi0tTe4PqXpsbW2RkJCA8PBwnDx5EgsXLsShQ4eQm5uLHj16YOfOnbh586bcc16/fo21a9dS108lWFpaYty4cbhy5Qrev3+PTZs2oUOHDhAIBHjy5Almz54NV1dXuLq6Yvbs2Xj8+HGZuolRvlZ9svGYQkJCEBkZCYlEwh1HJ06cQK1atXDmzBk0aNAABw4cwKVLl/Dq1Svq3vkF8Xg8ODs7Y/LkyTh//jwSExNx7NixTz6P8rXy+FS3SQBYt25dkW5nISEhRc6Dhbu6eXl5yRXS9PT0oKOjQ+dPNUU5W7L8/HxMmDABkyZNQn5+Pvr3749Tp04hLy8P7u7ucoU02Wy0H+eC7Bz39u1buS6gwcHB2L9/P7y8vGhcQKIUyldC1EuZi2k8Hg/Tp0/HgQMHYGVlBQCYM2cOEhMTkZKSgkGDBpVbkB979uwZhg4dWuz6RYsWwcjIiPtDN2RVk+xGwsLCAteuXUO1atXg6OgIJycnNGzYEGFhYcjJyUF2drbc82jcitKrXr06RowYgXPnziE2NhZ///03fH19IRQK8eLFCyxYsACenp5wdHTE9OnTERQUpHRhjfK16pONx5SdnY3MzEwIBALo6+tDX18f4eHhaNCgAd6/f4+3b99CLBbTGEoqYGBggB49enxyO8rXykU2a+aCBQswdepULFiwAHPmzIG9vX2RcdAK+/g8WLgwJxKJ5AppsgKCoueRyo9ytngpKSno1q0b1qxZAwCYP38+9u7dC1dXV8yZMwctWrRAdnY2nJ2d4ejoCF1dXe65hXNBlmsfj08IFBTUrK2t6ZxGlEL5Soh6KXM3z+IYGRkBKGjaLLsYU8bMmTOL3d7Pzw/Dhw8HUDBTaJcuXWBubl7sa/3yyy+YPHky9zgtLY2+jKooe3t7hIeHw9HREWKxmJu5TCqVQiAQwMjICHl5eUhMTOTWyWZrImVjamqK77//Ht9//z1SUlJw6tQpHD58GGfOnMHr16+xZMkSLFmyBLa2tujTpw9WrFhR4utRvlZ9snwTi8Xg8/kwMjKCUCiEVCoFn8+HiYkJrK2tYW5ujgULFtAYSpUY5WvlU1y3yU+d5z5eLyvM3bhxA7Vr15Y7ZxaWmJiIR48ecWP50FiklRvlrGKhoaHw8/PDy5cvoauri3nz5qFx48Z48uQJd0zzeDyYmpoW+xqyHCqcS7q6unB0dER2djZ3XWppaUnDixClUL4Sol7KXEzLyMjAkiVL8ODBA+Tk5Mi1QomLi8OLFy9K9Xq//fbbJ7dJT0/H2bNnsXjx4hK309LSgpaWVqnen6gvU1PTIuNQ6OjooHr16oiJiUF8fDw0NAoOddmv7DRuRfkwNjbG4MGDMXjwYGRkZOD06dM4ePAgTp8+jcjISKxcufKTxTTK16pPlm9CoZDLy/T0dG59ZmYm+vXrBzs7O25GT1I5Ub6qj0+d5xStNzY2hpWVVbEFhKysLMTExGDVqlXcMhqLtHKjnC3q0qVL8Pf3R3JyMszNzdG2bVtcvXoVV69eBfC/Y1rWQKA4shz6OJeEQqFcEbqkghwhhVG+EqJeylxMGzBgAE6fPo0aNWoUSfov0eonPz8fy5cvx+zZs8v9tYn87Frq9kuzokGYDQ0NIRKJEBoaCn19fW55ZmYmV2gj5UtfXx/9+vVDv379kJWVhbNnz+Lw4cOqDkvtqHMuFkeWo8HBwfjw4YNcIc3d3R1PnjzB+/fv0bVrVxVGSUjVUvjc+PHsnNWqVSv2PFjcxAZisRg6OjqIjo6WWy4bP2rOnDlq/11FqhZF59P9+/dj3LhxyM/PR8OGDeHp6YkPHz7IPU92TE+dOrXYST4Kj4FW0mQgNFYaIYRUXWUupt29exfPnz+Hk5NTkXU5OTlwdXX9rMAKk0qlmDZtGvr374+4uDhIJBIcPXoUI0eOhIGBQbm9z9dKNste4bFVVPlLc2mLCbKxXtauXctdyGRkZKBLly4AgOfPn3Pburm5oUePHoiPj4eFhcUX3Y+vma6uLnr16oVevXqpOhS1UtlysbDPKfLJcvT333/Hw4cPIRAIIJFI4O7ujl69emHnzp2wtLREXFwc5SUh5USWdxs3boSjo2ORgdQfPHjAfbcUzm9jY2OMGDECmzdvlisOWFlZwdvbG4GBgUXeSzZ+FM3SSSqLj8+nUqkU79+/x8OHDwEA7du3x9SpU3Hv3j0kJiZCLBbLPf/169eIi4srcn0JoMi4noquQxVtRwghpGrhsbJMvwdg4MCB2Lt3b7Hrb9++jSZNmpQ5sMKGDx+Ov//+W25Z586dFV7QKSK7+UtNTaXufR9JSUnB3LlzFQ5S7ODgUOG/NH9OMaHwzUBaWho2bdqEJk2acL/Ea2trIykpCffv38fEiRPRqlWrL707pAy+1nytbLlYWHkV+e7du4egoCBkZWVBKBTi/fv3CAoKgkAggFAoxNSpUykv1czXmq/q5N27d5g9ezaeP39eZBw0Z2dnDBs2DJs2bZLLb2dnZ4wcORIZGRlIS0uDoaEhxGIxFi1aVKToIEP5qx6+hpz9+HwqFovx8OFDxMXFAQDq1KkDR0dHJCUlQUdHB/3790dgYGCRY1t2TBe+vjQ0NCx2XE9ltyNEWV9DvqqK3rqNqg5BaZljR6k6BFKMMrdMa9u2LSIjI2Fra6tw/fr168utmLZ161Zs3bq1XF6LyFNmtq+K+qVZNrX4x/Eo24Wk8CDMjx49AlBQ1FWETkiksqlMuVjY5+ZlYUKhEKdPn5Zbpq2tzf2b8pKQ8hcXF4fY2FiF4zYZGxtjxYoViI2NlVseEhKC9evXy+X3o0ePii2kAZS/pPIofD7NyMjAvXv3kJmZCT6fDwMDA9SsWRM8Hg9CoRDBwcHYv38/fHx8ilwzyo7p4ib5+Jiy2xFCCKkaylxMGzZsGAICAtCyZcsi62JjY3Ho0CHs2rXrs4IjX15pZ/v6ksqzmFB4/AqxWCw3q5K7uzuNX0EqncqUi4WVZ15Wr14dNWrUUNhChsaVIUR5pel2XdJ3h0gkwr///quw0PZxftO4UERdyI75hIQE3L9/H2KxGCYmJgAAHo+HrKwsAICmpib09PQQHBwMf39/udegY5oQQsinlLmYNm7cuBJbjPF4vDIHRSpOWWb7+lLKs5ggG79i6dKlOHfuHDIzMwEUjJnWvHlzJCcnU9N7UqlUplwsrLzyMiwsDBs2bIC3tzfCw8Plxm5yd3encWUIUVJpu12X9N2Rk5MjN+vgxwrnN40LRdSFoaEhIiIi8OzZMzDGYGxsjLFjx2L58uWQSCTIyclBVFQU9PX1YW1tjejoaOTk5HDPp2OaEFKZFNcllbp/ql6Zi2n79u3D+vXr4ePjI9dNBygYn6N79+6fHRz58irTL83lXUwQiUSoX78+PDw85MZMO3DgAO7cuUMzj5FKpTLlYmHlkZeFu4qGhYXBx8cH/v7+yMnJgampKdq3b08TDxCihLJ0uy7pu8XU1BQ6OjrFvt/H+W1vb485c+bQuFCk0hKLxVi3bh2Cg4MBAJaWlnBxcYGuri4kEgkMDAy47soZGRl4+/YtateujQYNGsDLy4uOaUIIIUorczGtQ4cOGDVKcTXU1tYWS5cuLXNQpOJUpl+ay7uYEBERgVOnTilcRzOPkcqmMuViYeWRl4W7iorF4iLj0ri7u1MxjRAllKXbdUnfLc2aNcPDhw9Lld80LhSprJKTk9GvXz9cuHABPB4PzZo1g7GxMdLT0/HmzRs0a9YMSUlJ3EQEQEFBzdbWFh4eHlRAI4QQUiplLqZ17NgRqampMDIyUrj+48FsSeVVWX5pLu9iQmUdg4qQ4lSWXCysPPKScpGQ8lHWXCrpu6UyFvEJKa1Xr17Bz88Pr169gp6eHvbs2YPWrVsjIiICERERiIuLg6+vLzZs2IAPHz5wz3Nzc8Pw4cPpWCeEEFJqZS6m1a5dGwsWLFDYnTM2NhZLlizB9OnTPys4UnEqyy/N5VlMqKxjUBFSksqSi4V9bl5SLhJSPj4nl4r7bqmMRXxCSuPChQvo27cvUlJSYGNjgxMnTsDDwwMAuGN+69atEAqFaNOmDXr37i03/Ieurq4KoyeEEKKuylxMGzhwIOLi4vDHH38UWccYowkISJmVVzGhso5BRYg6+py8pFwkpHx8qVyqjEV8QpSxfv16TJgwARKJBM2aNcORI0dQo0YNuW0K583Hwww4ODjA1ta2IkMmhBBSRZS5mNapUyfUqVMHNWvWhEAgkFsXHR2N33///bODI+RzUPcVQioHykVCygflEiEFxGIxJkyYgI0bC2a5GzJkCDZv3gwtLa0i21LeEEII+RLKXEzz9/eHr68v+Hy+wvWZmZllDoqQ8kLdVwipHCgXCSkflEvka5eUlIR+/frh4sWL4PF4WLJkCaZMmVJirxjKG0IIIeWNxxhjZXmip6cn7O3tceTIkfKOqdylpaXByMgIqampNDYPIZUc5Ssh6oPylRD1ou45GxISAj8/P7x+/Rr6+vrYs2ePwvGbCakK1D1fKzO9dRtVHcJnyxw7StUhfPUUNytTQmpqKnx8fIpd/+zZs7K+NCGEEEIIIYRwzp07hyZNmuD169ewtbXFf//9R4U0QgghKlPmYtrOnTuRm5urcF1eXh78/PzKHBQhhBBCCCGEMMawdu1adOnSBampqWjevDnu3r2LevXqqTo0QgghX7Eyj5n222+/ISYmBlu3boW5uTm3nDGGiIgIREVFlUuAhBBCCCGEkK+PWCzGuHHjsGnTJgDA0KFDsWnTJoUTDRBCCCEVqczFNG1tbbx+/RrVq1dHeHi43LrU1NTPDowQQgghhBDydUpMTIS/vz+uXLkCHo+HpUuX4qeffipxogFCCCGkopS5mDZw4EBMnjwZrVu3LrIuJycHdevW/azACCGEEEIIIV+fFy9ewM/PD2/evIG+vj727duHbt26qTosQgghhFPmYlqPHj2QlZWlcJ22tjaOHz9e5qAIIYQQQgghX58zZ87gm2++QVpaGmrVqoWTJ0/Czc1N1WERQgghcj6rm6e2tjb27t2L48ePIyUlBQ4ODhg0aBCaNWtGJz1CCCGEEEKIUhhjWLNmDSZPngypVIqWLVvi8OHDMDMzU3VohBBCSBFlLqbl5OSgV69eOHfuHBhjAIDz58/jzz//xLBhw7Bly5ZyC5IQQgghhBBSNeXl5WHs2LHc/cP333+PjRs30kQDhBBCKi1+WZ+4YMECXL16FRMmTEBQUBASEhKQl5eH4OBg5OTk4I8//ijPOAkhhBBCCCFVTEJCAjp27IgtW7aAz+djxYoV2Lp1KxXSCCGEVGplbpm2f/9+XLp0CU2aNJFb7uLigu3bt6NLly6YNGnSZwdICCGEEEIIqXqeP38OPz8/hIWFwcDAAPv374evr6+qwyKEEEI+qcwt06pXr16kkCYjEAiQlpZW5qAIIYQQQgghVdfp06fRpEkThIWFwc7ODrdu3aJCGiGEELVR5mKagYEBcnNzFa47cOAAEhMTyxwUIYQQQgghpOphjGHlypXw8/NDeno6WrVqhbt376Ju3bqqDo0QQghRWpm7eQ4ePBjt2rXDtGnTUKdOHWRmZiI0NBR79+5FYGAgFi9eXJ5xEkIIIYQQQtRYXl4eRo8eja1btwIAhg8fjg0bNkBTU1PFkRFCCCGlU+Zi2pAhQxAZGQl/f39IJBJuOY/Hw9ixYzFlypRyCfBjSUlJcHNzw3///YdatWp9kfcghBBCCCGElJ+EhAT06dMH165dA5/Px/LlyzFx4kTweDxVh0YIIYSUWpmLaQAwa9YsDBkyBPv370dkZCSsra3RvXv3L9pMe+HChXj//v0Xe31CCCGEEEJI+Xn27Bn8/PwQHh4OQ0ND7N+/H126dFF1WIQQQkiZfVYxDQBsbW3x888/l0csn/TPP/+gU6dOWLlyZYW8HyGEEEIIIaTs/v33XwwYMADp6emwt7fHqVOn4OLiouqwCCGEkM+i9AQEIpEInp6eOHTo0JeMp1jv3r1DSEgIOnbsqJL3J4QQQgghhCiHMYYVK1ZwEw20bt0ad+/epUIaIYSUA711G6G3bqOqw/iqKd0yLS8vD8eOHePGKdu7d6/c+oEDB5ZrYB9bvnw5fv/9d6W2zc3NlZtpNC0t7UuFRQj5TJSvhKgPyldC1IuqcjY3NxejRo3Ctm3bAAA//vgj1q1bRxMNEFICOscSol6ULqY1bNhQbsD/zp07Y+fOnZg2bRru3Lnz2YHMnDkTwcHBCtd16dIF3377LbS1tZV6rUWLFmHevHmfHRMh5MujfCVEfVC+EqJeVJGz8fHx6N27N27cuAE+n4+VK1di/PjxNNEAIZ9A51hC1AuPMcaU2bB79+44ceJEkeWNGjXCvXv3yj2wwhwdHREXF8c9Tk1NhYGBAf7880+FLeIUVfWtra2RmpoKQ0PDLxorIaR0KF8JUR+Ur4Sol4rO2adPn6J79+6IiIiAkZERN94xIeTT6BxbcapS98jMsaNUHcJXS+mWacXV3AwMDBQuHzlyJDZt2lS2qD5y6dIl5Ofnc4/t7Oxw+vRpeHp6KtxeS0sLWlpa5fLehJAvi/KVEPVB+UqIeqnInD116hQGDBiAjIwM1K5dG6dOnYKzs3OFvDchVQGdYwlRL0oX00rTNDs1NRWHDx8ut2KalZWVwmX6+vrl8vqEEEIIIYSQ0mOMYfny5fj555/BGEPbtm1x6NAhiEQiVYdGCCFV3set7KilWsVRuph24cIF2NjYFFkeHx8vt5wxhqSkJOTk5JRPhIQQQgghhJBKJzc3FyNHjsSOHTsAAAEBAVizZg2EQqGKIyOEEEK+LKWLaTk5OcjOzi7SGszc3FzusUQigVQqLZ/oiqHkMG+EEEIIIYSQLyAuLg69evXCf//9B4FAgFWrVmHMmDE00QAhhJCvgtLFtOHDh2PLli1KbZucnExjJBBCCCGEEFIFPXnyBH5+foiKioKRkREOHDiAjh07qjosQgghpMLwld2wf//+Sr+oiYkJhg4dWqaACCGEEEIIIZXTiRMn0KxZM0RFRcHBwQG3b9+mQhohhJCvjtIt09q1a1eqF166dGmpgyGEEEIIIYRUPowxLFmyBDNmzABjDD4+Pjh48CBNNEAIqbQ+HpyfkPKkdMs0QgghhBBCyNcnJycHQ4cOxS+//ALGGEaPHo0zZ85QIY0QQshXS+mWaYQQQgghhJCvS2xsLHr16oVbt25BIBBgzZo1GD16tKrDIoQQQlSKimmEEEIIIYSQIh4/fozu3bsjKioKxsbGOHjwINq3b6/qsAghhBCVo26ehBBCCCGEEDnHjh1D8+bNERUVBUdHR9y5c4cKaYQQQsj/o2IaIYQQQgghBEDBRAOLFi1Cr169kJmZifbt2+P27dtwdHRUdWiEEEJIpUHFNEIIIYQQQghycnLw7bffYsaMGQCAMWPGIDAwECYmJiqOjBBCCKlcaMw0QgghhBBCvnIfPnxAz549cefOHQgEAqxduxajRo1SdViEEEJIpUTFNEIIIYQQQr5ijx49Qvfu3REdHQ0TExMcPHgQ7dq1U3VYhBBCSKVF3TwJIYQQQgj5Sh09ehTNmzdHdHQ0nJyccOfOHSqkEUIIIZ9ALdMIIYQQQohKpKSkICIiAmlpaTAyMoKtrS2MjY1VHdZXgTGGWbNmYeHChQCApk2bYt++fbC1tVVxZIQQQkjlR8U0QgghhBBS4cLCwrBmzRq8efOGW+bg4IBx48bB3t5ehZFVfdnZ2fj2229x4sQJAECtWrVgYmKCVatW0edPCCGEKIG6eRJCCCGEkAqVkpJSpJAGAK9fv8batWuRkpKimsC+El26dMGJEyfA4/FQr149uLm5gc/n0+dPCCGEKImKaYQQQgghpEJFREQUKaTJvH79GhERERUb0Ffm4cOHEAqF8Pb2LtKtkz5/Qggh5NOomychhBBCCKlQaWlpn7WefB4rKyvUqVMHenp6CtfT508IIYSUjFqmEUIIIYSQCmVoaPhZ68nn2bJlS7GFNIA+f0IIIeRTqJhGCCGEEEIqVK1ateDg4KBwnYODA2rVqlWxAX1lXF1d6fMnhBBCPgMV0wghhBBCSIUyNjbGuHHjihR0ZLN5GhsbqyawrwR9/oQQQsjnoTHTCCGEEEJIhbO3t8ecOXMQERGBtLQ0GBoaolatWlTIqSD0+RNCCCFlR8U0QgghhBCiEsbGxvD09FR1GF8t+vwJIYSQsqFiGiGEEEIIIYQQQioFvXUbS7V95thRZX4uIWVFY6YRQgghhBBCCCGEEKIktWuZ9u+//+LNmzewt7dHmzZtoK+vr+qQCCGEEEIIIYQQQshXQq2KaXPnzkWNGjUwfvx4VYdCCCGEEEIIIYQQQr5CatPNc8+ePYiIiMCoUaM+vTEhhBBCCCGEEEIIIV+AWrRMy8vLw9SpUzF8+HAMGzYMSUlJWLp0KRwdHRVun5ubi9zcXO5xWlpaRYVKCCklyldC1AflKyHqhXKWEPVB+Vp2NOnA/5T0WRSeqEGZ5xS3fXnFVF6vrypq0TLt8uXLyM3NxbBhw/D333/D0tISHTt2lPuyKWzRokUwMjLi/lhbW1dwxIQQZVG+EqI+KF8JUS+Us4SoD8pXQtQLjzHGVB0EAMycORPBwcEK17Vs2RL79u1DUFAQACA6Oho2NjY4e/YsOnbsWGR7RVV9a2trpKamwtDQ8MvsACGkTChfCVEflK+EqBfKWULUB+Xr/1BLsy+DWqaVr0rTzfO3334rdt3SpUshkUi4x9bW1jA2NkZiYqLC7bW0tKClpVXuMRJCyh/lKyHqg/KVEPVCOUuI+qB8JUS9qEU3T3d3d7x+/RqFG9FpaGjAxcVFhVERQgghhBBCCCGEkK9NpWmZVpIOHTqgVq1aOHPmDLp06YLQ0FA4OzvD09NT1aERQgghhBBCCCGVgrp2qaOunerjS/9flWUSBVVQi2KaQCDA8ePH8csvv+DVq1cICwvDvn37VB0WIYQQQgghhBBCCPnKqEUxDQDs7e3xzz//qDoMQgghhBBCCCGEEPIVU4sx0wghhBBCCCGEEEIIqQzUpmXa55BNXJCWlqbiSAj5OhkYGIDH4ym1LeUrIapF+UqI+ihNvgKUs4SoUlny1XriAXgvuwkejwfGGLjp+Fih7T56Dmoqfj3nmYEF/+ABsigKx6N8ZMopEtf/L2MM3L7I/i1lAKzKOQBSRK3p/ypeUcxnb1doe7lD17L84uErOh4tin+O46+nC8VUsD0XGk/urxKPbytjbSzs7gTH6noK30eZfOWxwlNkVlFv376FtbW1qsMg5KuVmpoKQ0NDpbalfCVEtShfCVEfpclXgHKWEFUqS762WPf4C0ZEJDkZgFSq6jCUwuPzwdPSBY9HnQvLS9LFLUgPOq5wnTL5+lUU06RSKd69e1fqXwMUSUtLg7W1NaKjo0v1ZahqFHfFU9fYv0Tcpck9yleKWxXUNXbKV9VT17gB9Y2d4v6f0uZeeeUs/R9UPHWNneL+H8rX0lPX2CnuilfesSuTd19FN08+nw8rq/JtN2poaKh2BxhAcauCusauqrgpX/+H4q546ho75avqqWvcgPrGTnGXXnnnLP0fVDx1jZ3iLj3K1/9R19gp7opXkbFTG0FCCCGEEEIIIYQQQpRExTRCCCGEEEIIIYQQQpRExbRS0tLSwpw5c6ClpaXqUEqF4q546hq7usatiLruC8Vd8dQ1dnWNWxF13Rd1jRtQ39gpbtVT131R17gB9Y2d4lY9dd4XdY2d4q54qoj9q5iAgBBCCCGEEEIIIYSQ8kAt0wghhBBCCCGEEEIIURIV0wghhBBCCCGEEEIIURIV0wghhBBCCCGEEEIIURIV05Tw448/gsfjgcfjoUePHsVut2XLFkydOhU//PADHj16VHEBFmPDhg2wsLCAubk5Fi5cWOK2UVFREAqF3H4+fPiwgqIskJmZiTFjxmDmzJmYOHEicnNzFW534sQJTJgwAQEBAbhw4UKFxqjIkSNHYGdnB1NTU0yYMAH5+fkKt8vMzIRIJOI+36NHj1ZwpIotXLiQi8nDw0PhNpXtM/8Uytcvj/JVNapivgLqmbOUr18e5WvlRPn65VHOVjzKV8rXsqJ8VY1Kk7OMlOjDhw9s/Pjx7Pz58+z8+fMsKipK4XYXLlxgPXr0YIwxlp6ezurWrcsyMjIqMFJ5t2/fZmPHjmUPHz5ka9asYXw+nx08eLDY7WfNmsUCAwPZ+fPn2ZUrVyow0gLffvstO3LkCGOMsR07drBJkyYV2ebFixesUaNGTCqVMolEwurXr8/evn1b0aFyIiMj2bfffsuCgoLYrl27mJ6eHlu2bJnCbdesWcMOHDjAHUf5+fkVHG1ROTk5bOTIkVxMr169KrJNZfvMP4XytWJQvla8qpivjKlnzlK+fnmUr5UT5WvFoJytWJSvlK+fg/K14lWmnKVi2if8+uuvbPfu3SwvL6/E7Tp16sS2bt3KPfb19WVbtmz50uEV6+LFi3KP+/Xrx0aPHq1w2+TkZObr68siIyMrIrQiYmJimLa2NsvOzmaMMRYXF8d0dHRYWlqa3HYjR45ks2bN4h6PHj2a/frrrxUaa2HXrl1jYrGYezxt2jTm6+tbZLv8/HzWsWNHFhISUpHhfdKWLVvY4sWLWWZmZrHbVLbP/FMoX788ylfVqIr5yph65izl65dH+Vo5Ub5+eZSzFY/ylfK1rChfVaMy5Sx18yyBWCzGwYMHMXjwYFhbW+PcuXMKt5NIJLh69SpsbW25ZXXq1MHVq1crKtQifHx85B5bWFjAxsZG4bYHDhzApUuXYGtri2+//RYZGRkVESLnypUrqFatGrS1tQEAZmZm0NTUxN27d+W2k8Uoo+rPuGXLltDQ0OAeF/cZnzt3Djdv3oSzszM6deqEuLi4igyzWLt378aMGTNgbm6O3bt3K9ymsn3mJaF8rRiUr6pR1fIVUN+cpXz98ihfKx/K14pBOVvxKF8pX8uK8lU1KlPOUjGtBEKhEC9fvkRMTAy6d++Orl274vHjx0W2S0pKQk5ODkQiEbfMwMAA7969q8hwS/Ts2TMMHTpU4boRI0YgPT0dJ06cwJUrV/D9999XaGwxMTFynx2g+PP7eLvK9hnfu3cPo0aNKrK8S5cuSE9Px9WrVxETEwM/Pz9IpVIVRCjvypUriIuLw4QJEzBkyBD8+++/Rbap7J95YZSvFYPyVTWqWr4CVSdnKV+/PMpX1aN8rRiUsxWP8pXytawoX1WjMuWsxqc3qdpmzpyJ4OBghev8/PwwfPhwWFhYYPPmzcjJycH69euxefNmue14PB4AcFVpAMjLy4NQKPxygUO52AHg8uXL6NKlC8zNzYt9LQ0NDfj5+aFOnTpwd3fHu3fvYGFh8UXi/hiPx5P77ADFn9/H21XEZ6ys0NBQ1KhRA+7u7grX83g8tGrVCpcvX4azszNu376NZs2aVXCURZmammLBggXg8XhYvXo1unbtKre+sn3mlK8FKF8/D+VrxVHXnKV8Vf2xI0P5WnEoX1WbrwDlrKpQvlK+lgXlq+pUlpz96otpv/32m9LbjhkzBnPnzi2y3NTUFJqamkhNTeWWpaenf/FkVib29PR0nD17FosXL1bqNZ2dndGuXTtER0dX2JeRhYWF3GcHABkZGUXe/+PtKuIzVkZ+fj42b96MRYsWfXJbMzMz9OvXD9HR0RUQmfLGjBmDgwcPFlle2T5zyld5lK+lR/lasdQ1ZylfVX/sAJSvFY3y9X9Uka8A5ayqUb5SvpYG5avqqTpnqZtnKfD5fDRo0KDIch6PBx8fH7x69Ypb9vr1a7Rt27YiwysiPz8fy5cvx+zZs0v1PD09Pbi4uHyhqIpq06YN3r59i7y8PADgmmA2btxYbrt27dpVus8YAJYtW4apU6dCU1NTqe01NDTg6en5ZYMqpeKO7cr6mSuD8vXLoHxVvaqYr4B65Szla8WgfK28KF+/DMpZ1aJ8Vf2+Ub5WHHXPV6AS5Gy5T2lQhbx584b9888/jDHGcnNz2ahRo1hycjJjjDGpVMpmzZrF3r9/zxhj7OTJk2zgwIGMMcZSU1OZq6srN7OHKkgkEjZp0iR2584dFh4ezl6/fs2WLVvG0tLSisS+a9cuFh0dzRhj7Pr16+yPP/6o8Hj79OnDzp07xxhjbNu2bWzKlCmMMcaWLVvGzSDy6NEj1rJlS8YYY2KxmHl4eHD7oCoLFixgZ8+eZeHh4ezNmzds69atLDQ0VC7uY8eOsefPnzPGGAsJCWEzZsxQZciMMcbi4+PZtm3bWH5+PpNKpWzatGksLCyMMVb5P/PiUL5WHMrXilUV85Ux9c1ZyteKQflauVC+VhzK2YpD+Ur5+rkoXytWZctZKqaV4Pbt28zc3Jx5eHiwUaNGsaioKG5dVlYWq1WrFrt16xa3bNGiRezXX39lo0aNYo8fP1ZFyJxhw4YxAHJ/OnfuzBgrGvvgwYOZiYkJ6927t9zUyBUpPj6eDR8+nC1YsIBNmjSJ5ebmMsYYa9CgATt48CC33d9//81++uknNm7cOHbp0iWVxCozf/78Ip+xs7MzY0w+7hkzZjADAwPWtWtXtnz5ciaRSFQZNmOMsbCwMGZvb8/q1KnDhg0bxoKDg7l1lfkzLwnla8WhfK1YVTFfGVPfnKV8/fIoXysfyteKQzlbcShfC1C+lh3la8WqbDnLY4yx8m/vRgghhBBCCCGEEEJI1UNjphFCCCGEEEIIIYQQoiQqphFCCCGEEEIIIYQQoiQqphFCCCGEEEIIIYQQoiQqphFCCCGEEEIIIYQQoiQqphFCCCGEEEIIIYQQoiQqphFCCCGEEEIIIYQQoiQqphFCCCGEEEIIIYQQoiQqphFCCCGEEEIIIYQQoiQqphFSCRw7dgzGxsYICgpSdSikAmVlZcHOzg7Tpk1TdShfnbi4OCxZsgS1a9fGlStXVB0OIUSBvLw87Ny5E/Xr18f27dtVHQ4hKte3b194e3uXy2vdu3cPxsbGOH78eLm8HiHqIi0tDRs2bIC7u3ulPreUJt/pfKkaVEyrYPn5+dizZw/at2+Ppk2bom3btmjfvj1+++03PH/+HKNGjQIADBs2DEKhEDweDzweD66urpBIJJg3bx60tbW55bVr18b58+e5158+fToMDAzA4/FQs2ZNhIeHF4nhyJEj6N27N3g8HkQiEbp164Zu3bqha9euaNasGTQ1NeHp6QkA8PPzg56eHpo2bYo2bdrA2dkZPB4PTk5OaNOmDZo2bQpdXV3UqlVL4f7+/PPPuHr16md9Xm3atIFUKi3za8gMHDiQ+2x4PB7Mzc0xf/58AIBEIoG3t7fcZ2tnZ4e9e/d+9vsqQ1dXF8bGxtDS0qqQ9yPl5+LFixgzZgx33NSqVQs+Pj7w8fGBq6srfHx88PvvvyM1NbXIcwUCAUxMTGBgYKCCyOVdunQJLi4u3H4IhUI0adIEHz58UHVoX0RISAju3r2LsLAwVYdCqghlz++q4uPjAz09PS7Ha9SogeHDh6s0pk+5fPkyjh07hkePHqk6FPKVqOx5bGxsDBMTk3J5LW1tbZiYmEBHR6dcXo9UbRcuXMAPP/wAHo8HHR0d7v6xW7duaN26NfT09GBsbKzqMJUSEhKC4OBgPH36tMTtpk6dipo1a3LnTR6PBy0tLVhYWMDPzw+XLl36onGWJt/pfKkijFSY9+/fs5YtWzJnZ2d2+/ZtuXXHjx9nlpaWrF69etyynTt3MgDMw8NDbtubN28yHo/HALCEhIQi73Po0CHm4eHBcnJyio0lPT2dAWDNmzcvsu7BgwesZcuWjDHGevXqxSIiIrh127ZtYwDYli1buGXv3r1jrVu3LvI6GRkZzMTEhPXq1avYOD5l9+7dDAA7fvz4J7edNWvWJ7d59eoVA8Csra1ZdnZ2kfX//vsv97lIpdIyxUy+PlKplBkZGTFLS0u55bm5uezPP/9kenp6zMLCgl2/fl1FESpv4MCBDABbt26dqkP54rZs2cIAsMuXL5f6ucp835CvR2nP76oSGBjIALC6deuyrKwsVYej0Me5JYt527ZtqgmIfDXUJY/LIjU1lS1fvlzVYZAqwNTUtMj1LmOMvXnzRq3y4/z580qdW9LT05m2tjYzNTVlt27dYg8ePGArV65kBgYGjMfjsR07dlRMwEpQt/OlRCJhc+fOVXUYn4VaplWQvLw8+Pn54fnz57h27VqRJpvdu3fH2bNnkZWVxS0bOHAgatasiZcvXyI9PZ1b3qxZM3Tp0gUAFLaqCAkJwU8//VRiKyd9ff1i19WvXx9jx44FAHTr1g22trYl7lvNmjUREBBQZPm2bduQnJyM48ePIyIiosTXKM6qVasAAKtXry5xu3PnzuH69euffD0HBwcAgLW1NbS1tYtdX7t2bfB4vFJGS75WPB5P4a9xmpqaGDlyJC5cuICEhAT06tULUVFRFR9gKchyoE6dOiqO5MvT0NAo0/OePXuG/fv3l3M0RF2V5fyuKrK8rlevXqVsjaIotxSdqwkpb+qUx2WxePFiuXsJQsqquHtIe3t7zJw5s4KjKTtlrwH19fVhZmYGbW1tNGnSBPXr18ekSZOwadMmMMYwadKkculBVR7U7Xz5119/KexFp06omFZBVq1ahaCgIPz8888wMzNTuE3dunXRo0cP7rFAIMDgwYORk5ODI0eOyG07ePBgAMCBAweKvM6pU6fQq1evz4q3X79+AAq6myqjf//+co+lUinWr1+PqVOnQiqVYu3ataWO4dq1axCJRPDy8sKlS5eKbYr76tUrDBo0CIyxT76mrEBWXKGMz+eXuJ6QsmjSpAkmT56MhIQELFq0SNXhlEh27MtygciLjY1Fz549kZeXp+pQSCVRlvO7qggEArm/KxPKLaJK6pTHpXXo0CEsXrxY1WGQr4Ds/rGqUXRNLPsuSEpKQnx8fEWHpPb+++8/TJgwQdVhfDa6W6oAjDFs2rQJANCzZ88St508ebLc4++++w4AsHPnTrnlEokEALBnzx7u3wDw+PFj1K5du8SWZyUJCgrCjRs3yvTcwk6cOAE3NzfMmjULBgYG2Lp1KzIyMkr1GitXrsT48eMxZswYAIpbp8XExGDq1KlIT0/Ho0eP0KZNG4wePfqz41dkz5496NSpE7y8vGBnZ4e//vpLbv3ly5fRunVrtGnTBpaWlhg+fDj3C2ZkZCR+//131K1bF9u3b8eMGTNgYGCABQsWICYmBr/99hvs7e25gdBv3ryJgIAA1KhRA+fOncOqVavQo0cPiEQiLF26VO59GWP4888/0bJlSzRp0gQaGhrg8XhwdHREu3bt6JfISuL7778HAOzevRtisRh5eXk4cOAAOnbsKFe0lkqlmDp1Klq1asWNYfbDDz/IvdaePXvg4+ODFi1awMnJCVu2bJFbn5ubi1mzZqF9+/aoV68e3N3d8ffff5cp7oyMDBw4cABt2rSBk5MTXr9+jSlTpqBevXpwdnYuMjbD+/fv8f3336Nt27ZwdnZGr169EB0dLbfNrVu30L17d7Rt2xY2NjYYNGgQtw1jDFu3boWvry/09fWRnJyMhQsXolWrVjA3N8emTZuQnp6OuXPnwtfXFyKRiJvAQSqV4uzZs/Dz84OBgQGio6Mxfvx4uLi4wNnZWenWZGfPnoWvry+aNWsGS0tLLFy4EIwxZGRkYMKECYiPj8eHDx/Qpk0b9O7dm3vevXv30KtXL7Ru3Rrm5uaYNGkSFQaquLKe37OysjBhwgQuzz09PXH69Gm57Xfv3o3mzZujUaNGEAqFXKtRmYo43tLS0jB+/Hh06tQJNjY28PHxwYsXLwAADx48wPTp02FjY4Nt27bhr7/+woABA2BqaqrwAvnw4cNo1aoVWrRowY1PamNjg7Zt2+Lx48cl5pbM1q1b0aNHDxgbG2PKlCnluq/k61XWPC7pXCaVSnHs2DF069YN+vr6+PDhA2bOnIkmTZrAxsYG586dA1Dww7GhoSF4PB74fD533Q8AP/zwAwQCAaysrJCRkYHr169j6NChcHV1lYspLy8Ps2fPRps2bdCgQQM0adKEu5a/evUq/vjjDzDGsH37drRp0wabN29GUlISVq9eDTc3tyKDlb948QJ9+/ZF+/btYWtrCz8/Pzx79oxbf/78eQwYMAAmJiZ48uQJFi5ciA4dOqB69erYtWtXqT57UjUkJiZiz549RZbv3LkTHTp0QJMmTWBvb48ZM2YgOzsbAJCdnY39+/eje/fu6NixI65du4ZatWrBw8MDJ06cwNChQ2Fubo5Lly5hy5Yt6Nu3L4yNjREQEID8/Hxs3rwZAwYMQPXq1dGtWzekpaVx7yuVSjFv3jw0a9YMnp6ecHZ2xo4dO8p1n2W9w4yNjREbGwsnJydu7GQZLy8vbqw1oGDyq+3bt8Pb2xvt27fH/fv3MX78eDg4OKBRo0ZyvVeKy/dPXRvIFHe+PHToEPz9/WFiYoKQkBD88ccf6Nq1K0xMTDB37lyIxWIsW7YMvXv3hqmpKb777juIxWK51y7pOlmZe4bg4GDMnz8fOTk5OHPmDNq0acONY652VNW/9Gvy9u1bBoBpamqW6fkNGzZkfD6fRUdHc8s6derEOnTowACwM2fOcMunTJnCAgMDlXpdKBgzbfz48SWO66RozDRFWrVqxa5du8YYY2z06NGlHoPp9evXzNHRkUmlUpadnc1MTU2ZtrY2i4+PV7i9ra2twnHbFFG03zKhoaEMABs6dKjc8lWrVrEePXpw49DNnTuXAWAnT55kjDEWFhbGdHR0uD7qR48eZQDYsmXLGGOMvXz5kv3yyy8MAOvSpQs7efIkGzx4MNuwYQO7f/8+GzBgQJGxm5YsWcIAsO+//54lJSUxxgrGkuHxeOzly5fcdsuWLWMWFhYsMTFR7r39/f2V+jxI+bC1tVU4hkRh+vr6DAB78+YNe/v2LTcuYuHjbcuWLax///7c4zVr1rDhw4dzjxcvXsyaNWvG0tPTGWOMzZgxgwFgR44cYYwVjN/Wvn17NmHCBO45K1euZADYggULPrkfc+bMYQDY+fPn5Za7uLgwAwMDtmvXLsZYwXhw9vb2crkUGxvLbG1tuVhSUlKYjo4Oc3d357a5ePEiq169Onvz5g1jrGDMRScnJ2ZlZcXev3/PbdeuXTsGgO3atYvl5+czxhjr27cvEwqFbPHixdz+b9q0iQFg586d457bs2dPBoCtX7+eMcZYfn4+6927NwPA/v33X2472fdZ4bw7cuQIa9q0KUtJSWGMMbZ9+3YGgK1du5bbpnXr1szW1lbu87l9+zZzcXFh7969Y4wVjMUhEAjYTz/99MnPnKivsp7fR44cyRwcHJhYLGZisZh5eXkxIyMj7lh/8eIFc3Bw4MY1u3v3LnNzc+OeX9bjLTw8nAFggwYN+mSMubm5zNvbm+3bt48xxlhaWhpzc3Nj1tbWLDMzkzHG2D///MMAsG7dunHXKFu3bi3yHXLw4EGmq6vL5f29e/eYQCBgDRs2lHtPRbl1+fJlBoD5+fmxmJgYxhhjGzduZADUYhxKUvmVJY+VPZd16dKFO4fk5+czqVTKWrVqxaysrLhtwsLCmL6+Pqtbt26R9/Hy8mLJycksJyeHnTt3jlWrVk0uRyQSCfP19WUTJkzgxvpt3rw509XV5XJSlvdz5szhnvf06VM2efLkIuMrPXv2jIlEInbnzh3GWEHet2jRghkZGbHg4GBuu1GjRjEA7JdffuG+p7799lumq6vLUlNTlf4cifpRdL27cuVK7vpQZv78+axp06bc+eLmzZtMW1ubdezYkUkkEpaQkMAuX77MNDU1mYuLC1u6dClbvXo169GjBxOLxWzBggUMAJs0aRJ3H7R+/XoGgA0bNoyFhYUxxgrOlzwej82YMYN770WLFjEDAwPuWOzZsycTCARyuSk7tygzvpitrS2zsLDgHkdGRjJvb2+5a02JRMJcXFyKnMNk3wEy+fn5zMDAgFlZWXH3kSkpKUxfX587NxeX75+6NlD2fDl8+HAGgC1ZsoR7ralTpzIA7Oeff2axsbGMMcbOnj3LALDNmzdzz1XmOlmZewbGmMJ7bnVDxbQKcOvWLQaA1axZs0zPX7duHQPAFi1axBgrGCC1TZs27ObNmwwAGzBgAGOsIIm9vLy4i/FPAcAMDQ1Z69atWevWrVm9evUYj8f77GJaUFAQq1+/Pvf42bNnDABXHFPG2LFj2apVq7jHsgRfuHChwu1LW0wrvN+F/zRu3LhIYqelpTF9fX32/PlzbplsAoemTZsyxhg7deoUA8AePXrEPQcAGzFiBPecCxcuFLsPmzdvLnJTL7shKbxMNkHCP//8wy2zsbFh/fr1k3s9e3t75uLiotTnQcqHMsU0CwsLBoD9999/jDHG8vLyihxvo0ePZp06dWISiYQxVlAckx0z0dHRTCgUsitXrnDb379/n5mYmLC///6bMcbYrl27GJ/PLzI5Sf369ZlAIGDh4eElxlhcMa1ly5ZFLhD69u3LdHR0uMcBAQGsTZs2ctsMGDCAOTo6MolEwqRSKXNwcGDjx4+X2+bYsWMMgFzRcPDgwXIXH4z974Kg8D6EhIQwAGzx4sXcsqFDhzIAct83r169YjweT+574uNimlQqZbVq1WKnT5+We19TU1O5729FN/ytW7dmGzZskFvm5eXFhEIhy8jIYKRqKuv5vWHDhqxnz57cY9lNraw4duDAAVa9enXuBoIxJlcML+vxVppi2rZt21jjxo3llq1du5YBYJs2bWKMFRQUFN2Myy7SZVq1alXktXx8fOS+P2T7VVwxTdF7/PHHH5/cD0I+pbR5XJpz2bffflvkXCa7ppXdsDLG2IQJE5hAIGCRkZHcsps3b7LZs2fLPbdZs2ZyObJ//36mp6cnl/fr169nIpGIK34pKqYxxti5c+eK5Fa7du1Y9+7d5bZ7+PAh4/F4rF27dtyyWbNmFTkfywodskIcqZpsbW2ZpqYmd+/k5eXFBAKBXDEtPDycaWhocD+uykycOJH7oVTGysqKOTk5cde9Mn/99VeR+6AXL14oLICZm5uzzp07c4/9/f2Zp6cn93jNmjVy19+Mlb6Ypq+vz4YMGcLat2/PPDw8mL+/P9dwREbROUx2TVqYtbV1kfvWRo0aFbl3+zjfP3VtoOz5cubMmUXyVzZ5QeHPOycnhwFgAQEBjDHlr5OVuWdgrGoU08o2+jIpFdlggGUdtHTAgAH46aefsHPnTkyfPh179+7FoEGD0KxZM9SpUwfHjh1DWloa7t27h5YtW5ZqLJR69epxXQuBgm4Yn0vWPVPG1dUVbdq0wZUrVxAYGAhfX98Sn5+SkoLDhw8jJCSEWzZq1CisWLECGzZswNSpUyEUCj8rxo/3W+b169dFBl6/ffs2MjIyEBAQIDeWmq2tLTIzMwGAa57s4eGB1NRUbiy7wl1uZP8vFhYWRd5X0f4o6p+vq6sLAFwTaQBITU3F+/fv5bYTiUTFjvlBVCc1NRUAuMkKFP2/d+3aFX5+fmjRogXmzZuHDh06YMaMGQCAwMBAiMVi1K9fn9u+QYMGSEpK4h7v2bMHIpEIpqamcq87aNAgPHz4EP/++y/Xdbo0ijseCx+LJ06cwDfffCO3zd69e7l/37lzB69fv4ajo6PcNj169IC+vj6OHz/OdZ9W9D2maGBV2UQrOTk5RdYVztc6derAwsIC9+7dU7h/QEH+R0REYO7cuViyZAm33NjYGBKJBOnp6TAwMCjyvOzsbNy4cQPJycn4559/uOUZGRmwsLBAVFQUXFxcin1for7Ken7fuXMnjIyMAAB3797Fw4cPAfzvnNGiRQuIxWJ4enpi1qxZGDJkCDewc0Udb+fPn0dERATatGkj9x62traIjY0FULrzVHJystx2IpFIrjtMacgmT6BhDEh5KG0e3717V+lzmbI5Mn78eKxduxbr1q3jhvPYvHlzkbHOPr5uOHHiBBwdHaGnp8ctGz16tFJDnnz8Wh8+fMClS5fw008/yS339PRE3bp1cfnyZe48qOx+karJzMxM7j7q/v373BAAAPDPP/8gPz+/SI4MHjwYq1atwvHjx7nxvwUCAczNzYscU8peBwIF14KFrwNXrFjBnU+fP3/OTVL3OUMhGBkZlVtX0eLy5+Ox1z7O0ZKuDYqj6HxZ1mtsZa+TlblnqCqomFYBnJ2doaWlhdTUVCQmJha5yf0UkUgEPz8/HDp0CEFBQTh8+DA3tsrQoUMxc+ZMHDx4EDdu3OBm4SyrPn36fNbzY2JicOLECURGRsqNwRAXFwegYNyzTxXTNm/eDB6Ph+7du8stNzIyQkxMDA4dOoQBAwZ8VpylIYt97969sLS0VLiNUCiEvb09AgICkJmZiXHjxgGAUpMilEXh1/3222+xfv16nD59Gr6+vggKCsKzZ89w9uzZL/LepGxCQkKQmZkJIyOjIhcXhfn6+uL8+fOYOHEiOnbsiKZNm+Lvv/+Gs7Mzdyx+PHZBYREREVyRtzDZTWtKSspn7UdJ4uLiPhkbgGLjK1xALy1lcs3KygofPnwodr3s8125ciWaN2+u9HsnJSVBIpFg2rRpGDRokNLPI+qvrOd3FxcX7N+/Hzt27ECXLl1Qv359XL58mTuOa9asiXv37mHy5Mn48ccfMX/+fKxfvx5+fn4VdrzFxcXB3d0d58+fL9PzPz5PTZkyBX/++ScCAgIQHh6Oy5cvY82aNWV6bVmhvPCYsYSUVWnzuLzOZYVzxN7eHj169MCWLVswZ84cpKWlgc/nw9zcvMTX+NR5tzQiIyPBGCt2v4KDg5GWlqbwR6XCvtS1L6m8vLy84OXlxT0uLke+5LVo4eNONi7hxIkT4e3tjUaNGuHgwYOV/tj8VHwlXRsUpzzOl7K4ynqdXJXRBAQVQFtbG/7+/gCAY8eOlbhtdna2wi+YoUOHAgB++eUX2Nracr9oDxkyBHw+H1u2bMGLFy/kvshUYe3atZg8eTJu3LiBK1eucH8ePXoEKysrnDt3Tu6Xi4/l5+dj48aNuHr1qtzzr1y5gt27dwNQPBHBlyT7rBW12pPNMPro0SPUq1cP3t7e2LVrFxo3blxh8a1YsQKDBg3Cxo0b0bp1ayxcuBAXL15Ey5YtKywG8mmyX6mHDBnyydajPj4+ePToEXbs2IGXL1+ibdu2yMzMhEgkAgCuFUthb9++BQBYW1sjOzsbMTExcusNDQ0BoNiBSsuDSCRSGFteXh7i4uJgbW0NAAgNDS2yjaGh4ReNDQCSk5NLbAlTUq6/evWq2F80ZYNHK3rehw8fkJCQULaASaVX1vP7999/j0WLFmHfvn0YP368wpvT2rVr4/jx47h58yaMjIzQs2dP3Lt374sfb7L8NDIywp07d4p8lwAodnbt4kyePBnjxo3DmTNn0KJFC4wfPx7bt2/HwIEDPytWQspDafP4S53LJk+ejJSUFGzfvh2bNm1CQEDAJ58jEonw5s0bha00ZdcFyvrUfunr63+yuEcIUPyxVBHXogAwb948DBs2DBs3bsSsWbMqrLdO4R4RX0px1wYVoazXyVUZFdMqyO+//w5jY2PMmTNHrktWYVKpFGvXruWaSRfWpUsXmJub48KFCxgyZAi33NraGm3btsWdO3eKtOQqiaw6XdoKvVQqlfu7sNTUVOzduxcTJ04ssk5TUxNTp04FUFD8Kc6ePXvQvHlzhV+yvr6+qF+/Pu7cuVNkxlFlv7xkcRe334rWN2vWDFpaWvjll1+wc+dObpvHjx9zhb0FCxZAIBBwMzaWRNnPXNntLly4AFdXV5w8eRJXr17F0aNH0bRpU6WeS8pPSf9f169fx5o1a2BpaYnZs2eX+Dq//fYbxGIx+Hw+hgwZgj179uDDhw8ICQlB27ZtART8IlRYamoqTpw4AQDo1asXAPnulUBB02xDQ0N07dq1xPcvLkeUOR59fHxw8+ZN3LlzR275X3/9BS0tLXh5ecHGxgZHjhyRa47PGMObN2/K/ca68AzCiYmJiIyMLHGmNhcXF5ibm2P16tVYsWIF92t/REQEfv31V2hqagIo+n1jYGCAhg0b4ujRo5g6dSrXVSg+Ph6jRo365K/4RL2V9vz+9OlTbN++HSNGjOC6fH/s8OHDePLkCYCCc9C1a9egpaWFa9euffHjbd++fQAK8jk9PR09e/bkfgSTSCRYvXo1N7OfsuepBw8egMfj4dixY7hx4wZOnjyJbt26FdmuIm5ECFGkNHlcmnNZaa6zW7RogYYNG2L16tV48uSJUj/M+vj4IDs7Gxs2bJBbfu/ePa6FnLJ5ZWFhAW9vb1y5cgXv3r2TW/f69Wv069eP+zGwsrfwIV+ORCL55P9/9+7dwefzFV6LAihyvVeex1NKSgrmz5+PAQMGcEW9zyWVSpGfn//J7XR1dRUOOwLI72NZ97eka4OKoOx18tf0/UDFtApiY2OD06dPIycnB02bNsXly5fl1kdERGDmzJn45ptvuAOxMIFAgEGDBqFmzZro0KGD3LrvvvsOPB6vVN09Xr58CaCgW2Zubq7Sz5N9Ccr+Lmz27Nnw8PCAiYmJwufKmqDu2LEDd+/eLbI+OTkZc+bM4YoBJb3GTz/9JBe3qakpN27Yx4W2wt68eQOg4Nc6Rfst2683b95wXwQikQi//vorsrKyMHToUBgYGMDGxgbe3t5cd049PT0kJydzr//vv/8CKBh/Iz4+HqmpqdwYM4qa/8u6nsm2AcBNr164W5rsAq/wGGmzZ8/GrFmzYG9vDxcXF7i5uaFRo0YYMWJEkYsh8mUwxhS2KM3JycG6devQqVMn2Nvb4/Lly6hWrRq3XtH/+4cPHzB+/Hju1528vDxUr14dLi4ucHZ2xvDhwxEYGIgff/wR9+7dw+nTpzFs2DDuV/Uff/wRXl5eWLJkCXcDnJCQgA0bNmDNmjXQ19cvcV9kvyIW/jWRMYa3b98iOTlZLm8+Ph5nz54NfX199OnTBwcPHsT9+/cxf/58ZGdnw8jICFpaWli5ciWSk5MxZcoULsc2bdqEatWqyY3TIvtFvfBnI3ufwstk/y68TGb9+vXcv2W/TP7yyy/cMlmLG9nfAoEAS5YsgVQqxZQpU2BgYABbW1s4ODhg2LBh3PNMTU2RmJiIvLw83L17F3l5eVi8eDE0NDSwfPlyGBkZoVatWrC0tESnTp24MSdI1VTa87vsB7OgoCAABee+W7duASg4Z7x+/RqMMYwYMYIbPyUvLw98Ph8tWrQAgDIfb7ICs6LWa/n5+Zg+fTrXxe27776Dm5sbgoKC4Orqipo1a6JatWo4cOAA+vbtC0D589SiRYuwdu1a2NrawtnZGXXr1oWXlxcGDRokd05UlFuy7wJZ95Li3oOQz1GaPC7NuUzZHJGZNGkSQkNDuRwrjDGG2NhYJCcnc9cIQ4YMgZubG2bPno0VK1bg4cOH2L59OzZu3AgfHx8ABdexPB6PuyaUXScrugZZtWoVBAIBxowZw73H6dOnERMTg4ULF5Z5v0jVkJycjPj4eCQlJZXYVdPNzQ1jx45FYGAgN7anRCLBwoUL8f3333O9Z3JycpCamoqIiIgi92XKXgfm5OQgLS0NcXFxYIxBS0sLGhoaePDgAaRSKbKzs7l8lp1jgaLXgMVJTU1FfHw8EhMTi4xp9jF3d3fEx8dz73H37l3cv38fQMGPurJ44+PjERsbK1d0SkpKQlJSEpd3ivL9U9cGyp4vy3qNrcx1srL3DEDBOf/j7yW186VmNiCKxcfHs+nTpzNXV1dWu3Zt1rFjRzZgwAC2ZMkSlp6eXuJznz59yqZOnVpkeWZmJuvWrZvSMQwcOJAZGRkxAAwAq1GjBps1a1aJzwkJCWENGzZkPB6PAWA8Ho81bNiQPXv2jDHGuFkweTwe8/LyYvHx8XLPP3v2LLO2tubeU1NTk02cOJFbf/36dWZqasoAMCMjIzZp0qQiMYwbN47p6OjIxS2bceTUqVOsRo0arHv37uzq1asK92HQoEHM2NhY7vnz5s1jjBVMU9ysWTO5169Vqxbbs2cP9/z169ez2rVrM6FQyDw9PdmFCxe4da9evWKenp7M2tqaBQQEsDNnzrDGjRuzOnXqsL1797Lff/+d6evrc59R4Vnc5s2bx72voaEh27hxI/v555+ZpqYmt2z+/Pls8eLF3P+blpYWmzJlCmOMsYMHDzKRSMRMTU2ZpqYm938EgDVr1qzE/1fy+Y4cOcL8/f3ljitvb2/WokUL5ujoyPz8/NjWrVtZXl6e3POCgoKYjY0N97yOHTsyxhgbM2YMA8CqVavGWrVqxTp06MAePnzIPU8sFrOZM2eyGjVqMCMjI9a7d+8iM3QmJSWxkSNHMktLS9a6dWvWuXNnbvrt4ly8eJG5ublx8WhoaDAvLy8WHR3NXFxcuOW1a9dmQUFB3JTgAJiVlRU3w+j9+/dZy5Ytmba2NnNycmJ//vlnkfc6fvw48/LyYk5OTqx9+/ZszJgxLDk5mVvfqlUrudcODAxko0aNYlpaWgwAMzExYStXruRmLAPA+Hw+N0OhbOakBQsWsA4dOrB69eqxHj16cNOoM1YwE5ns9fT09ORmTDtw4ABzc3NjmpqazNHRke3bt08u/nv37jFbW1vWpk0bdvToUW75pUuXmLe3N9PU1GTW1tZs9erVJX7mpGopzfl9zpw5zNDQkPn6+rLffvuNbdq0iZmYmLCAgAAWGhrKDh48yAAwXV1d1qRJE9asWTN24MABudco7fF26tQp1qtXLy63vLy85GayFolEjMfjsZiYGLl9Gjp0KDM2NmZ6enqsf//+3Pl99erV3HlNW1ubBQQEsB07drDq1atzOSmbbfzWrVtMJBIxMzMzpqWlJXeesra25mZx+zi3Fi9ezLS1tbnrhpEjR7KdO3eyGjVqMABMIBCo/UxgpHIpTR5/6lzWsmVLuXPZqVOnmL+/P9PQ0ODO8x+fX/Ly8ljjxo2LXDPk5+czd3d37vUcHBy4mT9jY2PZwIEDmb6+PqtZsyabPHlykVl9586dy0QiEQsICGARERFsy5Yt3DWltra23Dnwxo0brFWrVszOzo61b9+eDR06lEVHR3PrBw0axOWwmZkZ27JlC5swYQJ3LWtgYMBWrlz5Wf8PpPKZMmUKMzMz445BExMT9sMPPxS7vUQiYUuWLGH29vasUaNGrF27dmz58uXc9/2TJ0+YnZ0d93q2trbsyZMnjDHGfv75Z+4azdDQkC1cuJBt3bqVu1fU1NRkAwcOZP/99x+rVasW9xouLi4sPT2dbdq0iZmamrJWrVqxGTNmsH/++YeZmpqyb775hj18+JBt3LiRGRgYcK9VeAbej/dZdk6THe8//vhjsfucmJjIfHx8mIWFBRs2bBg7c+YM+/7775mLiwtbtmwZu3Llitw+161blz18+JDVq1dP7jo7JCREYb6XdG2g7Ply8ODBjM/nc/vz999/s99++407n+vp6bEpU6awI0eOsJo1a3IxtGzZktvP4q6T09PTS3XPsHnzZmZqasoGDx7MHj9+XIqjsfLgMfYVtcMjpIrJz89H3759sXz5ctSuXZtbnp2djRcvXqB3797cIKCEfC2+++477Nix46tqZk5IZfbDDz9g2LBhaNasGbcsNzcXERER6NmzJ65evYrq1aurMEJCCCGEkNKhbp6EqLHVq1cjNzdXrpAGFEyDXL9+ffTo0UNFkRGiOlREI6TyOHz4MP777z+5QhoAaGlpwcnJCR06dKBCGiGEEELUDhXTCFFjsrF2Tp8+LVdAyMjIwJo1azBt2jQVRkeIasjGYyg8lgshRDVk44nu3r1bbgDnvLw8bN26FSNGjFBhdIQQQgghZUPdPAlRY1KpFLt378bmzZuRlJQEU1NTWFlZoX79+ggICOCmoCbkaxATE4MOHTpwEy9YWFhg1apVCgdyJoRUnBMnTmDt2rV4+/YtjIyMYGNjA1dXVwQEBMDc3FzV4RFCCCGElBoV0wghhBBCCCGEEEIIURJ18ySEEEIIIYQQQgghRElUTCOEEEIIIYQQQgghRElUTCOEEEIIIYQQQgghRElUTCOEEEIIIYQQQgghRElUTCOEEEIIIYQQQgghRElUTCOEEEIIIYQQQgghRElUTCOEEEIIIYQQQgghRElUTCOEEEIIIYQQQgghRElUTCOEEEIIIYQQQgghREn/B5V9tZbxD4LyAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1250x1250 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## FIGURE 4 : Hearing Outcomes and Case Outcomes\n",
    "\n",
    "selected_columns = [\"cw_fta_athearing_z_norm\", \"disco_incomplete_z_norm\", \"case_length_days_z_norm\",\n",
    "                    \"conviction_z_norm\", \"punished_z_norm\"]\n",
    "df1 = df[selected_columns]\n",
    "\n",
    "df1 = df1.rename(columns={\n",
    "    \"cw_fta_athearing_z_norm\": \"CW FTA At Hearing\",\n",
    "    \"disco_incomplete_z_norm\": \"Disco Incomplete\",\n",
    "    \"case_length_days_z_norm\": \"Case Length\",\n",
    "    \"conviction_z_norm\": \"Conviction\",\n",
    "    \"punished_z_norm\": \"Formal Punishment\"\n",
    "})\n",
    "\n",
    "scatterplot_matrix = sns.pairplot(\n",
    "    df1,\n",
    "    kind=\"scatter\",                 \n",
    "    diag_kind=\"kde\",               # disables default histograms\n",
    "    plot_kws={'color': 'black'}    # all scatter points black\n",
    ")\n",
    "\n",
    "# increase axis label size\n",
    "label_fontsize = 14\n",
    "\n",
    "for i in range(len(scatterplot_matrix.axes)):\n",
    "    for j in range(len(scatterplot_matrix.axes)):\n",
    "        ax = scatterplot_matrix.axes[i, j]\n",
    "        # X label only on bottom row\n",
    "        if i == len(scatterplot_matrix.axes) - 1:\n",
    "            ax.set_xlabel(ax.get_xlabel(), fontsize=label_fontsize)\n",
    "        # Y label only on leftmost column\n",
    "        if j == 0:\n",
    "            ax.set_ylabel(ax.get_ylabel(), fontsize=label_fontsize)\n",
    "\n",
    "# Add histograms to diagonals\n",
    "scatterplot_matrix.map_diag(plt.hist, color='#0A9396', bins=40)\n",
    "\n",
    "# Set the y-axis ticks and labels for histograms\n",
    "for i, ax in enumerate(scatterplot_matrix.diag_axes):\n",
    "    # Get the histogram data for each diagonal plot\n",
    "    variable = df1.iloc[:, i]  \n",
    "    counts, bins, patches = ax.hist(variable.dropna(), bins=30, color='#0A9396', alpha=1) \n",
    "\n",
    "    # Set y-axis ticks to reflect counts\n",
    "    ax.set_yticks(range(0, int(max(counts)) + 1, max(1, int(max(counts) // 5))))  \n",
    "    ax.set_yticklabels(range(0, int(max(counts)) + 1, max(1, int(max(counts) // 5))))  \n",
    "    ax.set_ylim(0, max(counts) * 1.1)  # Add a little padding above the tallest bar\n",
    "\n",
    "# Add OLS linear regression lines \n",
    "for i, j in zip(*plt.np.triu_indices_from(scatterplot_matrix.axes, 1)):\n",
    "    ax = scatterplot_matrix.axes[i, j]\n",
    "    x_var = ax.get_xlabel()\n",
    "    y_var = ax.get_ylabel()\n",
    "\n",
    "    # run OLS regression\n",
    "    model = sm.OLS(df1[y_var], sm.add_constant(df1[x_var]))\n",
    "    results = model.fit()\n",
    "    \n",
    "    # plot the regression line across the full x-axis range\n",
    "    x_vals = plt.np.linspace(-6, 6, 100)\n",
    "    ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
    "    \n",
    "    # adjust scatterplot opacity\n",
    "    ax.collections[0].set_alpha(0.7)  \n",
    "\n",
    "    ax.set_xlim([-6, 6])\n",
    "\n",
    "for i, j in zip(*plt.np.tril_indices_from(scatterplot_matrix.axes, -1)):\n",
    "    ax = scatterplot_matrix.axes[i, j]\n",
    "    x_var = ax.get_xlabel()\n",
    "    y_var = ax.get_ylabel()\n",
    "    \n",
    "    # run OLS regression\n",
    "    model = sm.OLS(df1[y_var], sm.add_constant(df1[x_var]))\n",
    "    results = model.fit()\n",
    "    \n",
    "    # plot the regression line across the full x-axis range\n",
    "    x_vals = plt.np.linspace(-6, 6, 100)\n",
    "    ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
    "    \n",
    "    # adjust scatterplot opacity\n",
    "    ax.collections[0].set_alpha(0.7)  \n",
    "\n",
    "    ax.set_xlim([-6, 6])\n",
    "    ax.set_ylim([-6.5, 6.5])\n",
    "\n",
    "# Hide upper triangle\n",
    "for i, j in zip(*plt.np.triu_indices_from(scatterplot_matrix.axes, 1)):\n",
    "    scatterplot_matrix.axes[i, j].set_visible(False)\n",
    "\n",
    "plt.savefig('fig4.jpg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b8c0a758-acec-44e2-a47e-761b9e578674",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\2957663800.py:60: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\2957663800.py:60: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\2957663800.py:60: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\2957663800.py:60: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\2957663800.py:60: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\2957663800.py:60: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\2957663800.py:79: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\2957663800.py:79: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\2957663800.py:79: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\2957663800.py:79: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\2957663800.py:79: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\2957663800.py:79: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n"
     ]
    },
    {
     "data": {
      "image/png": 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Bkk6G4grFxcU6cOCA/P393a+ukri4OJnN5irHCgoKFBcXV+3aoKAgup0DAAAAAJoEl0e8o6OjdfTo0WrHZ8yYodLSUvXu3dutwk512WWXaf/+/SopKZEk5xTzCy64wKPvAwAAAACAJ7kcvKdNm6ZBgwbp9ddf14kTJ/Thhx9q7NixmjdvnoxGo+bMmePJOhUXF6dhw4bpv//9ryTp+++/13333Vdt+jkAAAAAAE2JweFwOFz95LVr1+rRRx/VihUrVFZWJoPBoPPPP1/PPPOMLr/8ck/WKUk6fvy4Hn30USUmJiovL0/PPPOMAgMDT/t5FotFkZGRMpvNioiI8Hhd8AzDbVPcvodj0TwPVAIAAAAAnuNW8K5gtVqVl5eniIgItWjRwhN1eRTB2zcQvAEAAACcjVyeal5ZcHCw4uLitHPnTr344otav369J24LAAAAAIDPc7mreefOnRUSEqIbbrhBjz32mL7++mtdc801CgwMlL+/vxYtWqRrr73Wk7UCAAAAAOBzXA7e2dnZWr16tfr06SO73a77779f5557rv773//KZrNp7NixBG8AAAAAQLPncvDu1auX+vTpI0l67733lJOTo48++khRUVGSpPLyco8UCAAAAACAL3M5eAcGBqqkpERFRUWaNWuWRo8erX79+kk62X188+bNHisSAAAAAABf5XLwnjBhgtLS0pSfn6+SkhK98MILkqQtW7Zo/PjxKioq8liRAAAAAAD4KpeD90033aS+fftqy5YtGjBggNq2bStJ2rVrl6ZMcX9bKAAAAAAAzgYuB29J6tKli7p06VLl2LXXXqvdu3fLYDC4VRgAAAAAAGcDt4K3w+HQ0aNHVVJSIofD4Txut9u1YMECvfLKK24XCAAAAACAL3M5eC9fvlx/+tOfZDabazzfsmVLgjcAAAAAoNlzOXg/9thj6tixoy699FL99ttv6t27t8LDwyVJq1ev1tixYz1WJAAAAAAAvsrl4G2z2ZSeni4/Pz+tW7dOa9eu1QMPPCBJMplMevXVVz1WJAAAAAAAvsrP1U9s1aqVs4Fa37599e233yo/P1+SFBUVpVWrVnmmQgAAAAAAfJjLI969e/dWamqqunfvrpdfflm33HKLLrnkEo0fP17r16/XihUrPFknAAAAAAA+yeXgPWfOHFmtVm3YsEFms1njxo3Td999p/vvv1+S9OSTT3qqRgAAAAAAfJbBUXkfMA/IyMhQaGiokpOTPXlbt1gsFkVGRspsNisiIqKxy0EtDLdNcfsejkXzPFAJAAAAAHiOW/t4n8pisSg1NVUBAR69LQAAAAAAPqvezdXuu+8+9erVS507d9YjjzyiQ4cOVbsmMDBQL774onJycjxaJAAAAAAAvqrewXvixInKzc3V559/rrlz56pdu3bVrgkODtaUKVP02muvqaioyKOFAgAAAADgi+odvD/77DMtXLhQ5557bp3XGQwGjR8/XgsXLnS7OAAAAAAAfF29g/dPP/2kq6++ul7XJiQkaOPGja7WBAAAAADAWaPewbusrKxBN87NzW1wMQAAAAAAnG3qHbytVmuDbrx79+4GFwMAAAAAwNmm3sE7NDRU69evr9e1P/30k4KCglwuCgAAAACAs0W9g/dtt92mW2+9VXl5eXVed+LECd17770aNWqU28Wh+TDcNqWxSwAAAAAAr6h38B43bpxiYmKUmpqqF154odpU8hMnTugf//iHevbsqdzcXD388MMeLxYAAAAAAF9jcDgcjvpefOTIEV111VVKT0+XwWBQYGCgYmJiVFRUJLPZLEmKjIzUt99+q379+nmt6IayWCyKjIyU2WxWREREY5eDGnhqxNuxaJ5H7gMAAAAAnlLvEW9JatOmjVatWqVnnnlGiYmJstlsOnjwoEwmkwIDA3XjjTdq06ZNTSp0AwAAAADQmBo04n2qgwcPKicnR8HBwUpNTW2yDdUY8W76GPEGAAAAcLYKcOeT4+LiFBcX56laAAAAAAA46zRoqjkAAAAAAGgYgjcAAAAAAF5E8AYAAAAAwIsI3gAAAAAAeBHBGwAAAAAALyJ4AwAAAADgRQRvAAAAAAC8iOANAAAAAIAXEbwBAAAAAPAigjcAAAAAAF5E8AYAAAAAwIsI3gAAAAAAeBHBGwAAAAAALzI4HA5HYxfhbRaLRZGRkTKbzYqIiGjscvD/GW6bcsbey7Fo3hl7LwAAAACojBFvAAAAAAC8iOANAAAAAIAXEbwBAAAAAPCigMYuAGe3yuu4WWcNAAAAoDlixBsAAAAAAC/ymeC9cOFCxcXFqW3btnrqqacauxwAAAAAAOrFJ6aar127Vtu3b9e3336rX375RZMmTVKXLl00duzYxi4NAAAAAIA6+UTwLiws1IIFCyRJvXr10ooVK/Tjjz8SvAEAAAAATZ5PBO9BgwZVeV0x5bw2NptNNpvN+dpisXitNtRf5UZrAAAAANBc+Mwa78q2bt2qW2+9tdbzc+bMUWRkpPMjPj7+DFYHAAAAAMD/NJkR7+nTpysjI6PGc1dffbXuvPNOSdKPP/6o4cOH1zniPW3aNE2ePNn52mKxEL4BAAAAAI2iyQTv2bNnn/aa/Px8fffdd3rmmWfqvC4oKEhBQUGeKg0AAAAAAJf5zFTz0tJSzZs3T0888URjlwIAAAAAQL35RPAuLy/X1KlTNXLkSB09elS7d+/WvHnzlJ+f39ilAQAAAABQJ58I3nfffbdefPFFXXjhhUpKSlJKSor+85//KDw8vLFLAwAAAACgTj4RvN9++205HI4qH8uXL2/ssgAAAAAAOC2fCN4AAAAAAPgqgjcAAAAAAF5E8AYAAAAAwIsI3gAAAAAAeBHBGwAAAAAALyJ4AwAAAADgRQRvAAAAAAC8iOANAAAAAIAXBTR2ATj7GG6b0tglAAAAAECTwYg3AAAAAABeRPAGAAAAAMCLCN4AAAAAAHgRwRsAAAAAAC+iuRo8goZqAAAAAFAzRrwBAAAAAPAiRrzhMl8d5a5ct2PRPLc+x5V7AQAAAGheGPEGAAAAAMCLGPFGs+Cro/MAAAAAfB8j3gAAAAAAeBHBGwAAAAAAL2KqOVALpqcDAAAA8ARGvAEAAAAA8CJGvFGj+myfdTbw1tfDNmMAAAAAKjDiDQAAAACAFzHi7YaaRkubyuhmXSO5Z/MINgAAAAA0NYx4AwAAAADgRQRvAAAAAAC8yOBwOByNXYS3WSwWRT74t9Ne19Bp4g2Zal7blO6arm/I9G+mjZ957nzPG/rfR13v11SWNQAAAACoW7NY413fvy1YLBa336uh98g+dFzfbT+uchf//rHg/7bJ4ZDLn4+Gm7wkXQZJfoaGf+6z32yRn8EggySDQTL8/3+uy/zvt0n///rKXv6/iuM136Hy0VoucbqiS6zaRgSdppKGCQ8Pr7U2AAAAoDlpFiPe+/fvV3x8fGOXUaNWYx5TaJeLGrsMNHO2Azt0eLFnZ0yYzWZFRER49J4AAACAL2oWwbu8vFwHDx50ewTOYrEoPj5eOTk5PhUoqPvMou6TGPEGAAAATmoWU839/PzUoUMHj90vIiLCpwJVBeo+s6gbAAAAgERXcwAAAAAAvIrgDQAAAACAFxG8GyAoKEgzZsxQUJBnuz97G3WfWdQNAAAAoLJm0VwNAAAAAIDGwog3AAAAAABeRPAGAAAAAMCLCN4AAAAAAHgRwRsAAAAAAC9qFsHb4XDIYrGIPnJA08VzCgAAgLNVswje+fn5ioyMVH5+fmOXAqAWPKcAAAA4WzWL4A0AAAAAQGMheAMAAAAA4EUEbwAAAAAAvIjgDQAAAACAFwU0dgGuWLVqlVavXq2OHTtqwIABio2NbeySAAAAAACokc8F77fffltZWVl66qmnGrsUAAAAAABOy6eC988//6wlS5bo+++/r/M6m80mm83mfG2xWLxdGoAG4jkFAABAc+FTa7wnT56s1NRUPfDAAxo+fLhWr15d43Vz5sxRZGSk8yM+Pv4MVwrgdHhOAQAA0FwYHA6Ho7GLqI/ff/9dqamp2rBhg3r16qW5c+dq1qxZyszMVOvWratcW9NIWnx8vMxmsyIiIs506QBqwHMKAACA5sJnRrwzMjIUHR2tXr16SZImTpyo8vJyff7559WuDQoKUkRERJUPAE0LzykAAACaC58J3qWlpSotLXW+Dg4OVqdOnZSbm9uIVQEAAAAAUDefCd49evSQ2WzW8ePHnccCAgLUtWvXRqwKAAAAAIC6+UzwTk1N1bBhw/TJJ59Ikkwmk6xWq0aOHNnIlQEAAAAAUDuf2k7sn//8px588EEVFxdr3759WrJkiYxGY2OXBQAAAABArXwqeMfGxuqDDz5o7DIAAAAAAKg3n5lqDgAAAACALyJ4AwAAAADgRQRvAAAAAAC8iOANAAAAAIAX+VRzNQCA7zDcNqXaMceieY1QCQAAQONixBsAAAAAAC8ieAMAAAAA4EUEbwAAAAAAvIjgDQAAAACAFxG8AQAAAADwIoI3AAAAAABeRPAGAAAAAMCLCN4AAAAAAHgRwRsAAAAAAC8ieAMAAAAA4EUEbwAAAAAAvIjgDQAAAACAFxG8AQAAAADwIoI3AAAAAABeRPAGAAAAAMCLCN4AAAAAAHgRwRsAAAAAAC8KaOwCAF9kMpmUnZ0ti8WiyMhIJSQkKCoqqrHLAgAAANAE+WTwLikpUd++ffXSSy/psssua+xy0MxkZWVp/vz52r17t/NYSkqKJk6cqOTk5EasDAAAAEBT5JNTzZ977jllZ2c3dhlohkwmU7XQLUmZmZlasGCBTCZT4xQGAAAAoMnyuRHvlStXqn379mrZsmWt19hsNtlsNudri8VyJkpDM5CdnV0tdFfIzMxUdna2evXqdWaL8lE8pwAAAGgufGrEu6CgQEuXLtXtt99e53Vz5sxRZGSk8yM+Pv4MVYiz3enCIeGx/nhOAQAA0Fz4VPB+9tln9eijj572umnTpslsNjs/cnJyzkB1aA4iIiLcOo//4TkFAABAc+EzU82XL1+uCy+8UK1btz7ttUFBQQoKCjoDVaG5SUxMVEpKijIzM6udS0lJUWJi4pkvykfxnAIAAKC58JkR7+eff1433XSToqKiFBUVpX379umqq67SM88809iloRmJiorSxIkTlZKSUuV4RVfzqKgomUwmbdy4UT///LM2bdpEwzUAAACgmfOZEe/FixfLarU6Xw8YMEDz5s3TsGHDGrEqNEfJycmaMWOGcx/viIgIJSYmKioqiq3GAAAAAFTjM8G7bdu2VV4HBASobdu2ioqKapyC0KxFRUVV615+uq3GZsyYwX+vAAAAQDPkM1PNgaauPluNAQAAAGh+fGbE+1SEmLqZTCbnVOjIyEglJCQw2uplbDUGAAAAoCY+G7xRO9YZNw62GgMAAABQE6aan2VOt86YDtveU7HVWE3YagwAAABovgjeZxnWGTee+mw1BgAAAKD5Yar5WYZ1xo2rrq3GAAAAADRPBO+zDOuMG19NW40BAAAAaL6Yan6WYZ0xAAAAADQtBO+zDOuMG4fJZNLGjRv1888/a9OmTTSxAwAAAODEVPOzEOuMzyy2bwMAAABQF0a8z1IV64wvueQS9erVi9DtJWzfBgAAAOB0CN6AG9i+DQAAAMDpELwBN7B9GwAAAIDTIXgDbmD7NgAAAACnQ/AG3MD2bQAAAABOh+ANuIHt2wAAAACcDtuJwWtMJpNzS7PIyEglJCSclUGU7dsAyXDblMYuAQAAoMkieMMrmtve1hXbtwEAAADAqZhqDo9jb+v/MZlM2rhxo37++Wdt2rSpWX3tAAAAAE5ixBseV5+9rZvD6HBzG/UHAAAAUDNGvOFx7G3NqD8AAACA/yF4w+PY27p+o/4AAAAAmgevBu+XXnrJm7dHE8Xe1oz6AwAAAPgft9d4FxQUaMeOHSouLpbD4XAeP3TokGbMmKE///nP7r4FfEzF3tYLFixQZmam83hz2tuaUX8AAAAAFdwK3osXL9a9996roqKiauccDocMBoM7t4cPa+57W1eM+lf+w0OF5jLqDwAAAOAkt4L3ww8/rGuvvVb9+vVTaGholXO5ubl64okn3CruVMuWLdPDDz8si8Wim266Sc8//7wCAmjM3lQ19b2tTSaT8w8DkZGRSkhI8NgfBhj1BwAAAFDBrdTas2dPvfvuu7Wez8nJcef2Vezbt0+ff/65Pv30U23fvl0TJkxQfHy8pkyZ4rH3QPNxJrb6au6j/gAAAABOcit4X3bZZbLZbAoKCqrxfPfu3d25fRV79+7VO++8o4CAAPXp00dbtmzRjz/+SPBGg51uq68ZM2Z4dOS7KY/6AwAAAPA+t4L31VdfrVmzZmn8+PHVzh06dEiPPfaY7rjjDnfewmngwIFVXsfFxdXaGdpms8lmszlf00EaldVnqy/CsvfxnAIAAKC5cCt4X3rppTKbzZozZ46n6qm3devWaerUqTWemzNnjmbOnHmGK4KvYKuvpoHnFAAAAM2FW8F72LBhatmypWJjY+Xn978twR0Oh/bt26f33nvP7QJrsmvXLrVp00Y9evSo8fy0adM0efJk52uLxaL4+Hiv1ALv83QTNLb6ahp4TgEAANBcuBW877jjDg0ePLjW83a73Z3b16i0tFRvvPFGnaPsQUFBta47h2/xRhM0tvpqGnhOAQAA0Fz4nf6S2lUO3YWFhTp06JAcDofz2D//+U93bl+juXPn6pFHHlFgYKDH7w3vMplM2rhxo37++Wdt2rRJJpPptNfX1QSt8uc35N4VW32lpKRUOc5WXwAAAAC8we1NsLdv364///nP+vHHH1VeXq4WLVrohhtu0OzZs9W6dWtP1Og0e/ZsXXDBBSoqKlJWVpZ++uknXXLJJdUCFJoeV0aus7OztW/fPvXr10/R0dGyWq0KDg5WXl6e0tPTnU3QXLk3W30BAAAAOFMMjspD1A20bds2XXzxxbJYLOrWrZsSExMVERGhzMxMHTx4UGvWrFFcXJxHCp01a5aeeOKJKsdSU1O1ffv2035uxdpgs9nM+t1GYDKZ9OSTT9bYSTwlJaXW7bt++eUX7dixQ0uWLFFGRobzeFpamsaNG6fU1FR1797dpXuj6eE59W2G2+q3taNj0TwvVwIAAND0uDXV/NFHH1X37t21YcMGbd68WV9++aUWL16sNWvW6LXXXtP06dM9Vacef/xxORyOKh/1Cd1ofPXZvqsmUVFR1UK3JGVkZGjJkiWKiopSdna2duzYIYvFotzcXFksFmdvgbruDQAAAABniltTzTdv3qytW7cqLCys2rkRI0bopZdecuf2aKIa2mX81O25jEaj+vTp45w+npubK5PJVO0eVqtVe/bsqXa/oKAgpaam6vjx48rLy9Pll1+uzMxMfffdd7LZbAoLC1NSUpJCQ0Nr3RrM053SAQAAAKA2bgXvTp061Ri6pZMdzWsb5YTvMZlM2rt3rwoLC/XOO+9o//79MhqNkk6/nrply5YaMWKErFarQkND1b59e7388sv67bffJJ1cMnDeeedVu0dxcbGSkpK0Z88eFRYWSjoZuh944AEtX75cjz32mKxWq7Zt26YePXpowoQJeu2111RYWKg9e/aoc+fO1aYsm0wmbd26VRkZGSovL3euF09ISHC5UzohHgAAAEBd3AreLVu2VHp6uvr06VPl+OHDh3X//fezJ+9ZoqJ5WatWrfTDDz8oIyOjyqhyRZfxmtZTZ2Vl6fXXX9e3336rwsJCtWnTRmPGjNHtt9+u/v37Kzg4WDabTRs3bqx2j4iICIWGhqpz584qLi6W3W7XoEGD9K9//Uvbtm1Tx44dVVxcrPDwcG3evFmSNHToUH355ZcqLCxUhw4dqmwNlpWVpRdeeMFZi/S/9eLLly+v9Wuoz/fGk9udAQAAADi7uBW8Z86cqYEDB2rgwIHq3LmzCgsLtWvXLv3000/y9/fXf/7zH0/ViUZSeUuvLl26ONdbVx5VNhqNzvXUvXr1qva5e/fuVVJSksxms26++Wa99957evnllxUVFSWLxaKePXs6w++OHTtUXFys3NxctW/fXu3atdO+ffucI9ft27d3Lm/w9/eX2WxW+/btdeDAAW3evFljxoyRdDJQ33nnnc4QXVHLli1bnKFb+t968UGDBmnNmjXVvob6fm8qy8zM1KuvvqqHHnpIR48eZSQcAAAAaObcCt5du3bVzz//rAcffFDz5s1z7uF94YUX6u9//7suvPBCjxSJxlO5MZrVaq1yrrCwUMXFxc4p56eup961a5d+++03lZeXq6ysTJdccok++eQTbdy4UQ6HQ23atJH0v/Dbv39/bdu2TTk5OSopKdGOHTs0dOhQffXVV8rJyVFoaKisVqtztL20tFTl5eU6evSoYmNj1a5dO3Xo0EFPPvmk8vLyFBoaWu3rqGi8VllGRobGjh1b49dQ1zTy2prGGY1Gde7cWU888YSOHDniPM5IOAAAANA8ub2P97nnnqt///vfOnLkiPbu3av4+Hi1a9fOE7Whnry5xrhyEA0ODq52vnKQrbyeOisrS7/99ptMJpOOHDmivLw8XXnllc7Q7efnp7KyMhUWFio0NFSbN2/WiBEjZDabNXfuXOd9zjvvPE2ePFnBwcEyGo0KCAhwjrLb7XaFhYWpsLBQJ06ckCQVFRXp22+/VUpKihISEqp9HRV/JDhVxR8VTv0aFi5cqJYtWzobwcXGxqp///5KSUmptXFbnz59tGTJEhUXFysmJsZ5vK4p+QAAAADOXm4H7wpt2rRxjmBWmDlzpmbMmOGpt0ANvL3GuHIQzcvLU1pamnbt2qWhQ4cqMTFRgYGBatGihfz9/Z3rqSumYPfr108HDhxQSUmJSktLVVJSorKyMvn7+zv/12azyWg0OreIW79+fZWp4KtXr9Zzzz2np59+WlFRUUpMTFTXrl2VmZkpo9FYpflaWlqa8vLynF9/5XBb8XWEhIQ4w3plwcHBSklJqfI1LFy4UF26dKm2pVnfvn01d+5cRUZG1vg9i46OVkZGhlJTU6udq2lKPgAAAICzW72D91dffaWQkBANHjzYeey9996r9fojR47oueeeI3h7UV1rjD01spqYmKiUlBRlZmYqPT1df/rTn2Sz2fTOO+/o/fffV4sWLdSiRQsNGTJEgwcPdu6tvXv3bl1++eVKSkrSjh07JJ0cba6YKh4YGOgcZXY4HGrRooU6dOigV155pcr7l5aWat26dSooKJCfn5+ioqI0ceJELViwQJmZmc7max06dNCdd96p0NDQGkf8K38dp3ZKT0tLk7+/f5Wwnp2drZYtW9a4j/i6dev0/PPP629/+5vznpVVfI0hISE1fk8bMp0dAAAAgO+rd/C+5ZZbFB0dXSXkzZ07V9u2bXOu7T6VwWBwv0LUqrY1xlLdI6sNCXqnBt2jR49q7dq1Ki0tVffu3RUcHKzAwEBt375ds2bN0sMPPyy73S6j0aisrCxdddVVMhqNWr16tXbu3KmePXsqOztb55xzjvz8/BQQEKCIiAilpqbqm2++UUhIiEJDQ2UwGFRaWiqbzeb834pR6+TkZM2YMcP5NURERCgxMbHOsFr569i7d69uu+02RUVFyd/fX926dVPnzp0VFxfnvN5isThHrmuybds2HT16tMr3pkJMTIySkpJqndZ+6nR2uqIDAAAAZ7d6B+//+7//q7bG9+6779a+ffs0bNiwaiHj0KFDuvfeez1TJWpU2xrjus67EvQqgu7evXuVl5enL7/80hm4/fz8tHv3bhUWFmrHjh264IILlJ6erqFDh8psNuv555/Xn/70Jw0fPlwlJSW6/vrr9cYbb+iHH35QcnKyjh07pk6dOukPf/iD7rjjDkVHR6uoqEiSFBAQoLCwMAUEBKhFixZVtgaLiopq8HTtiq9j165deuWVV7Rnzx6FhIToX//6V7XvQUREhKxWq/z8/BQZGSmj0ajy8nL5+fk5/7BgsVjUq1evan8EaN26tX777bdqI+EV3+tTp+R7c8YCAAAAgMZX7+B9/vnnVzt288036+DBg+rWrVuNn3PqOlp4VuWR0/qcdyfoRUVFKS8vT2vWrHF+fsuWLXXixAnnem3p5DTr/fv368CBAxoxYoS6dOmiRYsWKTExUXa7XZ9//rkuv/xyXXvttWrRooWMRqN++OEHffHFF+rWrZvy8vKc71laWqrw8HANHz5c0dHRVbYGq2nE3mQyKScnR0eOHJHValWbNm3UqVOnal/T+++/r9zc3Crfn1O/B4mJiYqNjVXr1q114MAB5efnV/letGvXzvn5Nf0RoKaR8FPXnrs6YwEAAACAb3GrudrSpUt111131Xhu5cqVGjJkiDu3x2lUXrd8qsojqxXcCXoVob1Lly7OY0ajUSaTSf7+/mrRooUMBoOz+/iJEyfk7++va665xrnfdkFBgY4dO6Z169apY8eO+vbbbzVw4ECVl5crKSlJgwcPVlFRkcrLy1VQUKDi4mJFR0erZ8+e8vPzk1T7iP1tt92mHTt26I033nBODw8LC9OQIUM0depU50h2fb8HUVFR6tevn2JjY51r1CU5G8OFhYWpdevWNd5Hqt90eFdmLAAAAADwPW4F7w8++KDW4H3xxRfr/vvvr9YsC55z6vrrCjV19ZbcC3oVgbVVq1ZKS0tTRkaGysvLJUllZWUqKytTr169nCPW/v7+Cg4OVqtWrbRw4UIdPXpUfn5+Ki8vl8Vi0bFjx9SxY0dFRkYqJydHH3/8sbp06aKSkhLFxMRo6NCh+uijj5Sfn69LL71U99xzj3788Ufl5OSoVatW2rdvn3Mrs+3bt+urr75Senq6MjIyqkwPX7VqlZ566inNmjVLcXFxys3NlcVicU4XDwkJqbJMovL3oKioSNdff73Kysq0efNmGQwG+fv7q3v37ho9erSOHTtWZV14Tf9+6hqxbuiMBQAAAAC+qcHB+4UXXlBBQYGkk2Fs1qxZNTZXO3jwoJYuXUrw9rKGNBpzJ+hVBNL09HSNGzdOS5Ys0dGjR53nu3XrpnHjxmn58uWSTgbv0tJStW7dWn/961/Vt29fffnll9q0aZOio6PVsWNHDRkyRN9//73y8/OVmpqq8vJy+fv7q7CwUBs3btSzzz6r48ePa+3atZo5c6b69u2rN998U2lpac73stvtKi4ultFo1JEjR3TOOefI399fOTk5KigokM1m04EDB3TppZeqR48eKi4u1vHjx51rte12uxITExUaGlrte2A2m/Xdd9/pyiuv1A033CCr1arg4GDl5eVp+fLlVUb/XdHQGQsAAAAAfFODg/fdd9+tZ555Rs8884wk1bpdmMFgYCuxM6S+jcbcCXoVgdRut2v58uUaNGiQOnbsqP3798tms6moqEgff/yxioqKZDQa1a5dO3Xu3FlbtmzRkCFD9M9//lObNm2SdHI/cIfDoT/84Q/65Zdf1LJlS+3fv19Go1GtW7fW0aNHtWXLFnXq1El///vfNWjQIA0aNEjh4eEaNWqUOnXqpKKiIt11112y2+3asmWLkpOTtWvXLgUGBqqgoEAWi0VGo1FhYWFyOBw6cuSIHn74YY0ZM0ahoaHavHmzwsPD1b59e2VnZ6tTp07q2rWrEhMTnWvIS0pKlJubq19++aXGDuXujkg3dMYCAAAAAN/U4OAdHh6up556Sr1799bf//53vf/++9WuMRgMio6OVosWLTxSJFxXuRFZVFSUxo8frzfeeKPBQa9yaLfb7VqzZo3S09M1fPhwffbZZ9q/f7+OHTum1q1bq02bNkpNTdVjjz2mX3/9Vc8995wKCgqc66P9/Pxks9kUFRWlqKgoBQUFqWPHjgoMDFR+fr5iY2NVXFwsf39/WSwW/fDDD7JarXrwwQf1wQcf6N1331Vpaak6d+6s8PBwPfvss9q2bZtOnDihjh076vDhw/L391d5ebmKi4vVokULlZWVacWKFRo8eLCuueYaSdLmzZt14MABxcbGqkOHDpo4caJMJpO+++47lZeXKzg4WNdff712796t3377TTabzTk9vSKku8uVrdEAAAAA+BaX13iPHTtWrVu3VkJCgifrgQfV1IgsNTVV999/v3NU+NSgV1PHcOnksoKhQ4fqvPPO0759+5Seni673a5t27bpoYce0u7duxUUFKSCggLt3r1bzz//vJKTk1VeXq7jx4/ryJEjatOmjYqKinTNNddoyJAhKikp0bhx47Rnzx4tW7ZMAQEBatWqlXbv3q0WLVooNTVVQUFBslgsys7OVlFRkRISEjRo0CDZ7XZFR0dr69atOn78uPbs2aMLLrhAJpNJ7dq1U2hoqHP7ry5duig3N1d+fn6yWq36xz/+oaFDh2rMmDEqKSlRz549FR8fr+joaC1fvlwff/yxMjIy5O/vr/j4eIWEhOjyyy/XW2+9pZKSEvXt29e5D7gnuLI1GgAAAADf4VZztUsuuUQHDx6U2WxW165dJUkHDhzQzp07NWjQII8UCNfUtnXYjh079Morr9S4ddipQd1oNOr666/XTz/9pAMHDkg6OdW8Q4cOmjJlinOP7ZUrV6q4uFitW7fWs88+q8DAQNlsNucWY0ajUfn5+UpKStLo0aO1evVq3XPPPQoPD1d+fr46deqkhx56SM8//7yOHDmitm3bqlWrVvrtt9909913a+nSpQoJCVF4eLj69u2ryMhI51rrUaNGyeFw6MMPP9R9992n7du36+uvv3bW27NnTw0dOlQFBQXq0KGDs7Yvv/zS+XU/+uijSk5OVk5Ojt566y1nV/SIiAjt2bNHwcHBio6O1vPPP6/c3Fzl5eVp8eLFzm3MzrTatlMDAAAA0DS5FbxXrlypoUOHKiQkRMeOHZMktW/fXocOHdJdd92lBQsWKCQkxCOFomEaunVYTUG9T58+evPNN7Vnzx517txZRqPR2cTsk08+0f3336/Zs2c7G6pNmDBBx48fV3JysiIiImSz2dSyZUvt2LFDvXr10sUXX6wvvvhCRUVFys/PV3FxsZKTk7V79259+eWXGjVqlJYsWaLLLrvMObJ+xRVXKCYmRn369NH777+vhIQEvffee9q8ebNiYmLUqlUrdenSRffee69ycnLUqVMnPfzwwyouLlZgYKB27NihJ598UvHx8brzzjtrXN8eExOjxMRErV+/3hm6pf9tlyZJX3/9tS655BL95z//qfI9PtMj1bVtpzZx4kTnlmkAAAAAmha3gveUKVPUu3dv3XjjjVWOn3/++Ro4cKCeeOIJzZ07160C4Zr6bh1WMXp6/Phx/fbbb1W214qOjnYG0YrO4RW2b9+uVatWac+ePc5jFWu0s7OzlZiYqH379iklJUUrV67U+PHj1bp1a7388svq1KmT/Pz85HA4dPToUYWGhqq4uFhXXXWVOnfurKSkJB04cED79+/XvHnzdNFFF+nZZ59Vnz599MMPP+j3339XcHCwrFarcnJynNPZx48fr1tuuUUdO3bUkSNHVFhYKIPBoMDAQO3Zs0c9e/bUwoULVVZW5hyN79u3ry666CJFRUXJarU6v5aysjKVlJSotLTUeay4uFhFRUXODuhnep/t2mYxZGZmasGCBTXOYgAAAADQ+NwK3iUlJVq9enWN53r27Km//vWvBO9GUp+twyqPng4aNEg7duxQWFiYkpKSFBoaWiWIVuyZXaG4uFi5ubkKCQlRWFiYCgsLlZ2drR49emjz5s2y2Wxq27atAgMDdc455ygyMlKtW7fWeeedp4CAAMXHx+vIkSOy2+06ceKE/Pz8tHXrVs2fP1/z58/XunXrtGbNGpWVlWnMmDE6evSoYmJitHLlShkMBpWXlyswMFDBwcEKCQmR2WxWeHi42rRpoz179qhVq1ZKSEhwNnKz2WzKzc1VaGioYmJiFBwcrG7dumnKlClKSUmRJLVp00ZhYWEqKChQUVGRYmNjnV9vQECA/P39q4z+n+l9ths6i8EddrtdZrNZJpNJZrO5xo/K50697siRIx6pA02T4bYpjV0CAACAT3EreNcVPH744Qfl5+e7c3u44XRbh7Vu3VrPPfecM8gFBwdLkgoLC53hsuKYpGrbadntdgUHB8toNCopKUl79uzRd999pwkTJkiSbDabYmJidPDgQU2ZMkX//e9/ZTKZ9NtvvykwMFChoaHq0KGDDhw4oICAAGcNPXr0UFxcnH7++WfZbDYFBwerZcuWOnz4sIqKiuRwOOTn5ydJzq7lNptNO3fudG5T1rNnTxUUFMhoNGr79u0qKytzBv+nn35a+fn56tChg7p27aq4uDjn19SpUycNGTJE3377rcxms4qKihQREaGioiJdcMEF2rVrlwoLC1VcXOyxruYNUd9ZDGVlZbJYLNXCcG0huqbriouLz8SXBAAAADQLbjdXmzx5sp566innWu7CwkItXLhQTzzxhMaOHeuRItFwp9sj+tixY1VGT/Py8pSWlqaMjAxnuKw4tmfPnmpr9c8991zl5eVJkkJDQ9W5c2cVFxfr+++/19ChQ3XFFVeooKBAdrtdS5cu1YoVKxQQEKDevXtr48aNKikp0fHjx9WyZUvl5+crNTVVNptNY8aM0ZEjR5Sfn6/g4GBZLBbFxMQ49+WWTm5X5+fnp7KyMjkcDgUGBqq8vFylpaVq3769MjMz1apVKx07dswZuocPH66VK1fqtddekyR17NhRF154YZW10VFRUZo6darsdrt+/fVXORwOtWvXThERERo0aJBeffVVSSe3APPWPtvl5eUqKCiocTR569atzu3cSktLZbfbnf9cWlqqdevWqbCwUAUFBR6rJywsTJGRkYqKilJkZKTzo6bXERERzn8GAAAA8D9uBe/p06drzJgxatOmjTp37iy73a7du3erqKhIaWlpevHFFz1Vp6SToX7q1Klq2bKlCgoK9OyzzyooKMij73E2qWuP6J9//rnKtenp6Ro3bpyWLFmijIwM2e12paen6+67767S1Vw6Gd7vuecerVy5UiNGjJDVanV2GU9PT1dhYaHOOeccrV69WocPH1Z6eroOHTqk9PR0/fGPf5Qkbdq0SQ6HQ8nJyRowYIDuvPNO5eXlaf/+/YqJiZHRaJTVapWfn59zy6+dO3eqZ8+e2rp1q/z8/FRaWqrIyEjnKPeaNWs0evRoff311/Lz85PJZFLnzp3VvXt39evXT3PmzJGfn58iIyMlSWvXrlV+fr7+9re/OUe+k5OTNWnSJK1YsUJWq1UhISGKiIhQQUGBHnroIQUHB2vAgAE1NjJzOBw6ePCgtm7dqsOHD0uSQkJCVFZWVi1E1zYibbFY5HA4XPr3feoMk+Dg4DqD8qn/XPlYRYiumI0AAAAAwHUGh6u/5f9/DodDH3/8sb766isdPXpU0dHRGjRokG655ZYqU5U94ZZbbtE111yja665Ru+99542btyoF1544bSfV7HtktlsPuPrcpuqjRs36vHHH69yzGg0qk+fPoqOjlZ8fLw6dOjgnE59ang/ceKEnn/+eTkcDsXFxamkpMTZYTwpKUnZ2dkym806ceKETpw4ofXr1ys9PV2BgYEaPHiwzjnnHNlsNqWmpmr58uX6z3/+o5iYGBkMBj3++OOaO3eu0tPTZbPZ9OSTT6q0tFT/+te/NGzYMH3zzTfauHGjwsLC1LZtW/Xs2VNjx47VwYMHZbPZ1L59e8XHx+vgwYOSpLZt22ry5MkqKytTUFCQ9u3bJ4fDIYPBIEmaO3euBgwYoLi4OJlMJuXk5Oill15SQECAjEajLBaLSktLlZeXJ7PZrC5duqioqEhms1l5eXnKy8tTfn6+CgsLVVZW5pF/P0ajscbA7Ofnp6ysLOdUeqPRqPj4eF1//fU699xzq1wbGBjokVrOFJ5T3+HOGm/HonkerAQAAMA3uB2867J//3516NDBI/c6ePCgOnbsqBMnTig4OFjHjh1TQkKCjhw5ovDw8Do/l1/oqzOZTJo5c2ata8Dr6pBtMpk0e/ZsdenSRR9++KFz9NpgMGjgwIF67LHH9OijjyozM1Ph4eHavXu30tLSNG7cOE2fPl12u11dunTRjh079Pjjj+uFF17Q7bffrnbt2qmgoEAdO3ZU27ZttXLlSuca7/LycpWXl8tgMCgmJkaBgYE6dOiQDAaDunTpotmzZ2vFihXOGgcOHKjLLrtM27ZtU35+vv79738rNDRUdrtd5eXlkk7+0cjhcCgkJETFxcUeC80Gg8EZ2gMCAhQeHq4ePXqoVatWpx11rvgIDg52/mGgpu9/TbMYfB3Pqe8geAMAADSM14K33W5XWlqadu7c6ZH7ffDBB/rLX/6inJwc57GoqCgtXbpUV1xxRZVrK7pYV7BYLIqPj+cX+lNkZWXVuga8rj2hN27cqG+++UY//PBDlX2vJWnUqFHat2+ftm/frtzcXHXv3l179+5VYWGhevbsqa5du+qDDz5QXFycQkND1b17d3Xr1s05lb2wsFDl5eXy9/eXwWDQt99+q5KSEgUEBMjPz0+tWrVyTjUPCAhQYGCgW9OzT2UwGBQeHu4M5X5+fvL395fRaFRQUJDatm2rkSNHKiIiQt9//73y8vJkNBo1aNAgLVy4UH5+fgoLC1OXLl2qNKSbNWvWGd/zu6njOfVdBG8AAICGqfcCzn79+ikmJkbffPON81i3bt1q7X584sQJj+5zfODAAUVHR1c5Fh4e7pxOXNmcOXM0c+ZMj7332aquNeB1sVgszj2+KwJq5Y8VK1YoNjZWsbGx2rZtmwIDA2Wz2bRy5UodPnxY5eXlzjXQW7durbJX9ukcOnRI0snO3Xa7vcb//gICApz37NOnj+x2u3Jzc2W1WmUymSSdXP8cEBCgjh076qKLLtL27dv18MMPa+jQodq8eXO1afiVjR49WtLJzv2tW7eWJLVs2dK5N3hRUVG1fc/P9J7fvoDnFAAAAM1FvYN3fHy8WrZsWeXY+eefr+XLlzv3Na4sKCjIo2HDYDBUWzNeUlJS7X0ladq0aZo8ebLzdcVIGqpyOBzy9/dXbGysjEajTCaTVq1addotp44cOaJjx47JbDZXG2l+++23JUn79u2r8T1rmtpeoWJUOTg4WA6HQ6Wlperatat+//13BQcHq3Pnztq1a5fKysp04sQJlZWVaeLEifq///s/ORwOlZWVKTg4WBkZGfL391d5ebkefvhhvfPOO7r77rv13//+V19++aUkKTAwUL1799a4ceO0fPlyhYSEqF27dvLz86v3tl2Vnfrf5qn7njOCWx3PKQAAAJqLegfvTz75pNqxu+++WzfffLMGDx5c7ZzD4VDv3r3dq66SuLg4mc3mKscKCgqq7MNcISgo6Kzvdu5wOFRcXFznXswWi6Xaucr/bLFYPLauWTq59VRoaKiOHTvmHHU2Go0KCwuT2WyWn5+fxo4dq++//17XXHONEhISFB0drQMHDujbb7/V5s2bZbfbVVRUpO7du2v06NFKTU3VQw89pFtvvVX/93//pwMHDqhz587OPbsrZj3ExcVp586dCg8PV9u2bXX48GEFBAQoNDRUmzdv1s6dO/XII4/o4osv1okTJxQTE6P8/HwtX75cdrtdKSkpzkZypwvJNZ2vvB2bVHXf88r3ro/Ka7gjIyOVkJBwVqzhPlVzeE4BAAAAyc3txM4777xatxsyGAzasGGDO7ev4rLLLtP48eNVUlKiwMBA5xTzCy64wGPvcSbZbLY6Q3NN20+deu7UUVVXBQQEVGnsdbrGX1FRUbJYLJo/f762bt2q8vJyjRgxQjt27NC5556rrVu3ateuXSosLHQ2M4uLi1NaWpquvfZa9erVS127dlVISIj8/f319ttva/Pmzc56DAaDNm3aJEm68MILlZ+fr7CwMO3evVuBgYEKCAiQ3W6Xw+FQdna2OnfurBMnTig0NFT5+flq27atAgICNHDgQOfIu81m09y5czVhwgStWLFCfn5+zlHqinXtFeE2MTFRKSkptTaeqwjRla+pvB1b5X3PT7336WRlZWn+/PlV9livz7p7AAAAAE2XW8E7NTVVW7durXXbIj8/P3duX0VcXJyGDRum//73v7ryyiv1/fff67777vP4lmX1UVpa2qDQXNOH1Wr1SC1+fn6KiIhQVFSUc+/l2vZsPvV4xbGQkJBaO2jXpWvXrpo3b57WrVunnj176rPPPtOBAwc0efJkLVu2TGvWrJG/v78KCwt11VVXqX///nrggQecW3516tRJ999/f7UGbRUd0rdu3SqDwaCZM2cqJibGObshIiJCHTt2lJ+fn1auXKmbbrpJv/32m7KyshQcHCw/Pz9ddtll+stf/qK5c+c672uz2fTzzz/roYceUnh4uAwGQ43r2qOiojRx4sRaG89VXFv5GrvdruXLl+uGG25Qt27dVFZW1uCO4yaTqVrolk5Oz1+wYEGdneYBAAAANF1udTUPCAjQeeedp5EjR+ree+91NpryluPHj+vRRx9VYmKi8vLy9Mwzz9Rrr+LK2xSFhYXJYrHIYrHUOzSfel1RUZHHvqbw8PAaA3F9Rp0jIyPVokULl0JzfdRnyvOWLVu0cuVKRURE6IUXXnCuzR40aJBiYmJks9kUGhqqxMRE3XvvvRo+fLi6devm7BTeqVMn3XvvvTp27JjKy8vVpk0b59cUHBysv/zlL7rvvvu0YMEC7d69WwaDQZGRkVq3bp2WLVsmq9WqoKAgvfnmm9qzZ48CAwPVo0cPtWnTRvfcc49GjRqltm3bKjo6Wn5+fjKbzSopKdF5552nvn371vn1tmrVyrmWvaYQbTKZtGvXLh05ckQhISFq3bq14uPjXQ7HNe2tXtnZ3hmd7cR8B13NAQAAGsatEe/bb79db775plavXq2//OUv8vf314QJE3T++ed7qr4qYmNj9dZbb7n8+e3bt1dBQYHH6gkLC6s1KNcVoiteh4eHOzthNzX1nfJsMpnk7++v3NxcbdmyRdLJGQH79u1Tly5dlJWVpZYtW+rGG2/Un//8Z3377bf66quvVFJSoqCgIL3wwgtq3769ysvLFR0drUOHDuno0aPOrcLy8vL07rvv6s0339TKlStlsVgUFBSkyy+/XIsXL9bGjRvVsmVLHT58WE8//bRGjBgho9EoPz8/jRw5Um3btlW7du30z3/+U5s3b5bZbFZ5ebmuvvpqtWjRQiUlJTKbzQoICNCWLVv03XffOafwV3y9PXv2bND3x9Xg7UpTNwAAAABNn1vB+80335Qk9e/fX/3799fhw4f1+uuv65lnntH111+v6667rkkFy8qhOygoqM4p2KcbaY6IiKixo/rZoL5Tnk0mk4KDg5Wbm6u4uDj97W9/k9Vq1c6dO/X5559r7969ateunc4991z17t1b7777riwWi9q3b6/CwkLl5+dr+/btatGihdq3b68DBw6opKREYWFhkqSkpCRZrVbNnTtX2dnZatOmjQwGg1q1aqXVq1fr4MGD6tGjhz766CO1aNFCc+bMUVJSkrPzeXp6ug4ePKiNGzdq8+bNCg8Pd7737t279cgjj6h///765Zdf9PvvvyspKcnZ5dxut9c6xbvi+7Nv3z7169dP0dHRslqtCg4O1r///W9df/31LoVvV5q6AQAAAGj63Arep6qYnrtlyxYtW7ZMF154oVavXu3Jt3DLhg0b1L59e0VGRtJNuQ7Z2dnVQneFzMxM7d27V3l5eVq4cKEGDRqkjz/+WJs3b1ZKSoqOHj2qxMRETZ06Va+88oo6d+6sCRMmaNOmTfrss8+c94mIiFB8fLw++ugjTZs2TatXr9Zvv/0mh8Oh0NBQ9ejRQ0OGDFFBQYFWrlypTp06KSsrS506dVJeXp7KysqUlZWlm2++WatXr1ZBQYF++OEHDR48WAaDQbm5uSouLlbHjh313nvvSZLy8/N1+PBhdevWTdnZ2SosLNTIkSNVXFyswsJCbdmyRWVlZerfv79WrVqlkJAQZWZmKjs7u8oU7+zsbO3bt0/Dhw/XkiVLqqxRT0tLU+/evatNY6+P+jZ1AwAAAOBb3Ared9xxh9555x3t379fL7/8st58802ZTCb16dNH77//vv7whz94qk6P6NixI6OG9ZCfn19tJDcvL0/p6emy2+0qKSnR/Pnz1apVK7399tvKyMiQw+FQZmam4uLiZLVatWnTJr3++usKDg7WggUL1LVr1yp7fpvNZvn7+ysmJkYLFizQyy+/rPPPP1/FxcUKCQnR3r179dxzz2nSpEmSpPLycuf68ePHjys4OFgFBQU6fvy4Dh48qICAAPn5+emiiy5SmzZtlJOTo9DQUBmNRrVo0cLZsM3hcMhqtaqwsFCSZLVaZbfbVVZWpqKiIq1evVpXXnmlduzYobCwMCUlJVWb4m2xWNSnT59qoVuSMjIytHDhQr344osNHvWub1M3AAAAAL7FreD97rvvav369dqxY4fKy8s1evRoTZ48WRdffLGn6kMjCA4O1g8//FBtJLdiGnZRUZF2796tLl266Pfff5fBYFBAQIAcDocOHz6sFi1a6NixY7r88suVkpKibdu2qX///s69vaWTW4YVFhaqY8eOysrKUnFxsd59912VlJQoODhYRUVFCgoKck7n9/f3d4ZvPz8/GQwG5xr7hIQEZxCPi4tTYmKijh49KqPRqNDQ0Gpb3hkMBo0aNUqJiYlq1aqVxo0bp3Xr1umLL75QWVmZSkpKJEmFhYVVtgarEBERoejo6Gqhu0JWVla1UfL6Sk5O1owZM5xN3hraGR0AAABA0+NW8K7YR/n+++/Xgw8+qKSkJE/VBQ+rT4fyiuveffdd7dmzp8rxjIwMLVmyRDfccIMzPFeMFoeHh6ugoMDZ1EySc59tPz8/5efna+vWrbrwwgu1ceNGSSeDdGlpqfz9/TVt2jT5+fnpxhtvVElJiXbu3Klt27YpISFBe/fu1cUXX6y9e/cqICBAwcHBMhqNslqt6t27tw4cOKCQkBAdOnRIZrNZeXl5evPNNxUUFKRx48YpNzdXaWlpzpAcFBSkP/7xj3r33Xf12WefKTY2VseOHVNycrImT56sF154oUqn/KSkpGpb1iUmJmrt2rU1fp/DwsIUEhLiViO0qKios7p7OQAAANDcuBW8w8PDtXnzZiUkJHiqHnhBfTuUSyfXL+/du1dJSUnas2ePc0q2JO3Zs0fdunVzNj8LDg6W2WxW+/btdezYMeXl5cloNKqgoEChoaFq27attm/froKCAm3YsEE33HCDJCk9PV0lJSUKCAjQPffco2+++UbTpk1TUlKSjh075mxytmzZMvn5+em5557T66+/ri1btsjPz09Go1E9evTQiBEj9I9//EPHjx9XUVGRevXqpT179shut+vAgQNasmSJrrzySo0bN845Lfzqq6/W0qVLtW/fPrVv315Hjx6Vw+HQzp07JUkTJkxQdna2pP+N8ptMpirfo6ioKKWlpSksLKzK96diarrRaGRJAwAAAAAnt4L3119/XWfo/vjjj3X99de78xZwU307lFeoGKkNDQ1V586dVVxcLLvdLqPRqJCQEJWVlTmbgOXl5Sk1NVV79+51NtYrKSlxXvPNN98oKChInTt31o4dO/TGG2/o6quv1pAhQ5wj1suXL9dnn32msrIyZWZmKjExUQ6HQ6tXr9a9996r9evXa8SIEZowYYKGDh0qm82mmJgYrV27VrNnz9Y555wji8Wi8847TyNGjNCrr76qDh06qH379tqzZ48iIyO1fPlyDRo0SLfeeqvatGmjjIwMdevWTXv37lV5ebkMBoNKSkq0f/9+XXHFFdq5c6fOO+885eXlafny5TU2SuvWrZtGjhypzZs3O7/miqnxNEIDAAAAUJlbwXvgwIGSpOPHj6u4uLhK86xDhw5p4sSJBO9GdroO5aeuRa48Ums0GqttmRYREVGlCdjw4cOVnp6uZcuWKTk5Wbt27VKPHj3Ur18/PffccwoICNCsWbP07rvvqqioSN99950OHjyojh076rzzzlN6errKysoknWygVl5ert27d+u3335T9+7d9d1338liseill15St27d9Oc//1kFBQXKz8/XzJkz1bp1a+3bt0+7du3SvHnzVFRUpPj4eNntdnXu3Fnx8fGaNGmSc6305s2bnV9jp06dVFxcrJKSElmtVhUXF2v79u36z3/+4/x6ExMT5e/vr59//rnKFP2oqCjdeeedmj59utatW+e8vm/fvrrttttYkw0AAADAya3g/e9//1t33nmn9u/f76l64GGnW2t86vn6bGllMplksVg0ePBglZaWauDAgerevbvatm2rnJwc7dixQ88995wkaeTIkZKku+66S0lJSQoKCpLJZNKJEyeUn58vu91e5T1CQkKUn5/vHD0OCQlRamqqrFar9uzZo9jYWG3evFkvv/yyHA6HnnjiCT3zzDMyGo3O6eslJSUKDAyU0WhUhw4d6vWHhaKiIu3Zs6fKNnPt27fXxRdfrBkzZjjrrJiiHx0drcWLF6t///4aOXJkle7vixcvrnUNPQAAAIDmx63gfeeddzrX44aGhlY5l5ubq9dff92t4uC+0601PvV8XVtaPfjgg8rLy3NOXc/NzdXu3bs1ePBgderUSYcPH9ZTTz2l8vJyBQYGaurUqfryyy/1r3/9S/n5+Tr33HOVlJSkwYMH6/vvv9dNN90kq9WqiIgI5x8AysrKFBoaKpvNJrvdrl27dqmkpETh4eFKSEjQkSNH5Ofnp/DwcJWXlyszM1Ndu3bV1q1bFRQUJH9/fwUGBspgMCg2NlZGo1EHDx7U0aNHZbFYFB0drcTEROc67gqhoaEaOXKkBgwYoG7duikkJEQbNmzQxx9/XOWPAxVT9O+44w7nuvCauNrVHAAAAMDZx63gHRcXp59++qnW84cPH3bn9vCA+oxgn6q2La0k6cknn3ROXa8YLf7999+1b98+jRkzRj169NDmzZs1evRoffnll9q6datCQ0MVFRWl4OBgrVy5UiaTSampqdq0aZPS0tKUmZnp7H4eEhKikpISpaWlac+ePSotLZXBYHDu2S1JmzZt0oQJE9S9e3f5+flp1KhRstvt+u9//6sffvhBxcXFioyM1IABA7R27VotW7ZMxcXFzn29r7/+emcDtsrfi8rN5jZu3Kivv/66xu9pZmamjhw5Uuf33Z2u5gAAAADOLm4F78GDB8vhcMhgMNR4/vbbb3fn9vCAukawJ06cWOt06Jq2tNq4cWOV9eIhISEKCwtTQUGBrFarAgICNGrUKDkcDqWmpuqzzz5TaGioWrRoobZt22rHjh0qLi7WqlWrdPXVV+vVV1/Viy++qKeeekqhoaGKi4tTaGio+vfvryuvvFKvvPKKwsLC5HA4VFJSovj4eIWHh6t79+6Kjo7W3//+d6Wnp0uSYmNjNXz4cL3xxhvavXu3WrRoofDwcC1atEh79+6VwWBQmzZtZLFY9Nprr+m6667TbbfdppKSkhr3yj5dcLZarXWep6s5AAAAgApuBe8HHnhAr776qu67775q544cOaIJEyZo79697rwFPKC2EeyoqKh67+8tVQ+jRqNRSUlJys7OVlBQkFq0aKH8/HxNnjxZQUFB6tq1q4KDg3Xs2DFt3bpVpaWlzr29rVar/Pz8ZDabNWnSJBmNRpnNZkVFRamsrEz/+Mc/VF5eLqPRqNLSUnXt2lXXXnut8vLylJeXp48//ljbt29XixYt5HA4VFxcrB9//FGlpaUaP3681q9fr/j4eK1bt07Hjh1TWFiYQkNDnZ3MZ8+erblz52rAgAHVtlSTTh+c27Rp0+CZBAAAAACaJ7eCd0pKioqKijRx4kRP1QMvqWkEuyH7e0s1h9HQ0FB16tRJhYWFiouLU8uWLWWxWBQeHu7sGH706FGVlJTIYDAoICBAZWVlCgkJ0d69e7V37159/fXXatGihcLCwjRixAjNmTNHt9xyi8aMGSOr1arAwEBt2bJFCxcu1Lx587R//35t2LChSh1Go1GFhYXKyMjQihUrNGvWLE2ZMkUWi0UJCQnavXu3c9uzEydOSDrZh6CmLdWk00/R79Spk0szCQAAAAA0P24F78suu0zl5eWKjY2Vn5+f87jD4dC+ffv03//+1+0C4R0N3d9bqj2MGo1GdenSRRs2bNCaNWskSRdffLHS0tKUk5OjyMhIZ/CWpPPOO08HDhxQ7969lZ2dLX9/f4WFhUmS8vLy1KlTJ/3www+KiYlxvseJEyeUmJiooKAgGQwGGQwG5/Z1AQEBCg0NdQb94uJiZ10Vo/StW7dWfn6+YmNjnfcMDg6ucUs1qX5T9KOiomqdSQAAAAAAFdwK3nfddZdGjx5d6/lLL73UndvDixq6v7dUdxi9/vrrNXfuXOexX3/9VcOHD9fHH3/snFpeUFCgHj166JprrtHWrVt1zTXX6LXXXlNSUpIkyW6366efftI111yj9evX6/Dhw84Gbl27dtVNN92kEydOKCIiQhEREc7g7e/vL+nkPuB+fn7Oz9m1a5d69uypTZs2qW3btjKbzSovL5ckpaWlKS8vT1Lt67nrmqJf+XtC93IAAAAAdXEreI8aNarO84x4N101rdfu06ePoqOjZbValZubK5PJVG30trYwunfv3irbbtntdi1fvlyXXXaZUlJSVFJSorCwMJWXlysvL08jR47Ue++9p4CAAIWEhDj30S4sLJS/v79uueUWlZaWqnXr1mrbtq1at26tBQsWqHv37iotLVW3bt20ZcsWlZeXq7S0VIGBgQoPD1enTp2cf1D46quvNHnyZBkMBhUVFam0tFR+fn5KS0vTuHHjtHz5cklVp9DXtOadYA0AAADAHW4Fb4PBoKNHj2r69On64osvZDKZlJKSoj/96U+aPHmygoODPVUnPKxy2DQajRo+fLiWLFmijIwMSVJqaqrOO++8Gtd71zbKe+o0dLvdrjVr1shkMumOO+7QG2+84TxvNBp122236aefflJ2drYzdKelpem6667Tp59+KrvdrpSUFOe097vvvluvvvqqc/T7nXfecW5XVtENffDgwZo3b56z6dobb7yh4cOHa+jQodq3b586dOig3bt3a/ny5c77VzRCa+iadwAAAACoD4OjYr6uC/bv36+LL75YOTk5atGihRITExUREaHdu3erVatWWrFiRZPYVqli9NJsNjeJepoCk8mkmTNnKjMzU/369dMPP/zgDN1hYWHq3LmzjEZjleB7OllZWbWuiU5OTpbJZNKuXbt05MgRBQcHq127dmrZsqV27dqlDRs2KDg4WHl5eUpPT68yej579mwlJCQoOztbx44dU0BAgMLCwlRWVqb8/HyVlJQoNjZWW7du1TfffCOz2ewM8tLJaeXXXnutYmJi9PHHHzvvfWptlfcor6wh3wO4jufUdxhum+Ly5zoWzfNgJQAAAL7BrRHvRx99VKGhofr888+rTTt/7bXXNH36dM2fP9+tAuEdlddrR0dHVwndSUlJznXSta33rknlaej5+fmKioqS1WrV/v37lZ+fr7CwMH300UfauXOnpJOj3sOGDVNKSkqte8FXdCt/8skntWXLlioj4+PGjdPvv/+ue++9V8nJyWrdurUyMjKUmZmpzp07q7i4WMnJybr//vuVkpIi6eRIfk3rtV1Z8w4AAAAA9eFW8P7ll1/066+/qk2bNtXOTZgwQUOHDnXn9vCyiqC8YsUKdezYUUajUSEhIc7QXaG25mM1qZiGfuq0bbvdroCAAI0ePVpZWVmS5JzevmvXLoWGhurEiRNV1l/b7Xb16dNH77zzjvbv319lFDsjI0NLlizRoEGDnF3Y69MMrbbwfLqvsSHfAwAAAACozK3g3bFjxxpDd4WcnBx3bo8zICoqSh06dKiyddepGjrtt6atyoqLi7Vjxw4VFxdr0KBBkuRcU+5wOBQTE6MTJ05UCdRr1qxRfHy8fvnlFxUXFztDd4WMjAyNHTtWa9ascY5Iu9pl/HRfI1OfAQAAALjK7/SX1C48PFx79+6tdrykpEQPPvigWrRo4c7tcYZU7M9dk8rNx+rr1GnbdrvduQ776NGj6tixo2JiYpzT2w0GgwIDA517eWdkZCg6OlopKSlq3bq1jEZjlTXflVmtVknuj0h7+nsAoGburA8HAADwVW6v8b7wwgt14403qlOnTiosLNSuXbu0bNkynThxQp9//rmHypQWLlyo2bNnq7y8XBMnTtRf//pXj927uatrf+6JEyc2uKlY5RBcsU2Y2WxWQUGBpJNN+dq1ayc/Pz/nvtrBwcHOddl2u13x8fH64x//qOzsbEmqNv29QkXnfHdHpD39PQAAAACACm4F7/79++uDDz7QhAkTqoSVc845R6+//rquuuoqtwuUpLVr12r79u369ttv9csvv2jSpEnq0qWLxo4d65H7o/b9uV0JnBUh2G63V9mb29/fX2VlZbLZbMrLy1NkZKROnDihsLAw59ryioDdoUMHRUVFOUeit2/frrCwsCrTzdPS0pSXl+exEWlPfg8AAAAAoIJbwVuSBg0apN9//12//vqrsrOzFR8frz59+igwMNAT9UmSCgsLtWDBAkknm2OtWLFCP/74I8Hbw1xdH32qirC8YcMGZ1A2GAwKDQ1Vp06dnKPYffr0UVRUlFJTU1VaWurcTsxkMjmDdOWR6MpBvnJXc1dGpE0mkzNgR0ZGKiEhQVFRUR77HgAAAABAhQYF7/vuu0+rVq1SUVGRRo8ercmTJ6tdu3aSpAsuuEAXXHCBrFar5s+frxtuuEHx8fEeKbKiGVeFuLg4tW3bttbrbTabbDab8zUdqc+sirA8a9Ys7dixw3m8Z8+euv766/Xpp5/KYDDoySef1FNPPaVPP/3UeU3fvn01e/bsKkG68kh0bm6uAgICFBoaqsDAQP3hD3+oFrprC9UVTu24LlXd0xtnBs8pAAAAmguDw+Fw1Pfi7du3a8iQIfruu+907rnn1nqdw+HQ9OnT9de//lWhoaEeKbSyIUOG6L333qs1fD/55JOaOXNmteNms5nu1GfQli1btGLFClmtVudodnp6uux2u/r166c9e/Zo//79znXdFduZde3aVTNmzHBpivfpQrXJZNKTTz5Z457dKSkpLr8vGo7n1He52yDNsWiehyoBAADwDQ0a8f7ss8+0cOHCOkO3dHJa8fjx47Vw4UJNmVK/X9CmT5/u7HJ9qquvvlp33nmnJOnHH3/U8OHD6xzxnjZtmiZPnux8bbFYPDb6jvqLj4/X77//XmX9f+Vzv/zyS5V13RUyMzOd24M1RE3bmFXcr2Kv71M7rnvifeEanlMAAAA0Fw0K3j/99JMee+yxel2bkJCgjRs31vves2fPPu01+fn5+u677/TMM8/UeV1QUJCCgoLq/d7wjro6hVdsE1YbV6Yd1ydUn+6+THc+c3hOAQAA0Fw0KHiXlZU16Oa5ubkNur4upaWlmjdvnp544gmP3RPeV1un8IoGa7VxZapxfUL16e7LFGcAAAAAntag4G21Wht089pGHxuqvLxcU6dO1bhx43T06FGVlZXps88+0z333KPw8HCPvAe8p6ZO4RWdz2uahl7T9mCna5gmnT40V4T+hrwvAAAAALirQcE7NDRU69ev1/nnn3/aa3/66SePTSO9++679c477+jFF190Hhs2bFi914/jzKpPSK5rGvqp24PVtwt5fUJ1Q94XAAAAADyhQV3N33//fT399NP65ZdfFB0dXet1J06c0EUXXaRrr71WTz31lEcKdUdFAKRbsvc1dKuuyiG9YkS6cvhtaBfyrKysWkN15fc/3fvizOM59R10NQcAAGiYBgXvsrIyXX755dqxY4ceffRRjR49Wh07dnSeP3HihD7//HPNmDFDVqtVO3bsqDOgnyn8Qn9meGOrro0bN+rxxx+v9fysWbOqTWMnVPsmnlPfQfAGAABomAZNNff399cnn3yiq666SlOmTNEjjzyiwMBAxcTEqKioSGazWZIUGRmpb7/9tkmEbpw57m7VVdMUdVe6kNe0phxA03FqcCeIAwCAs12DgrcktWnTRqtWrdKLL76o119/XXv27NHBgwclndweaOzYsXr66afZj7cZcmerrtqmqI8dO7bOezIyCgAAAKCpa3DwliSj0aipU6dq6tSpOnjwoHJychQcHKzU1FT25W3GXN2qy2QyVQvd0slR8q1bt9a6/RhdyAEAAAD4Aj93bxAXF6cLL7xQPXv2JHQ3cxVdxWtSV0iua4r6v/71L91yyy3V7ksXcgAAAAC+wqURb6Amrm7VVdcUdLvdLqvVqhkzZtAwDQAAAIBPInjDo5KTkxsckk83RT08PJyGaQAAAAB8FsEbHtfQkFwxRb3yKHkF1nEDAAAA8HVur/EG3FUxRZ113AAAAADORox4o0lwZYo6AAAAAPgCgjeaDNZxAwAAADgbMdUcAAAAAAAvIngDAAAAAOBFBG8AAAAAALyI4A0AAAAAgBfRXA0AIMNtU057jWPRvDNQCQAAwNmHEW8AAAAAALyI4A0AAAAAgBcRvAEAAAAA8CKCNwAAAAAAXkRzNQBoZurTSM2TnwcAANDcMeINAAAAAIAXEbwBAAAAAPAinwveeXl5iouLU3Z2dmOXAgAAAADAaflc8H7qqad06NChxi4DAAAAAIB68ang/dFHH2no0KGNXQYAAAAAAPXmM13NDx48qB07dmjGjBmnvdZms8lmszlfWywWb5YGwAU8pwAAAGgufGbEe968efrLX/5Sr2vnzJmjyMhI50d8fLyXqwPQUDynAAAAaC4MDofD0dhFSNL06dOVkZFR47nhw4frggsuUO/evSVJBoNBe/bsUWJiYo3X1zSSFh8fL7PZrIiICI/XDqDheE7PnKa+/7Zj0bzGLgEAAMCrmsxU89mzZ9d6rnPnzjp69GiVYz169NBrr72mG2+8sdr1QUFBCgoK8niNADyH5xQAAADNRZMJ3nX54YcfVFpa6nydlJSkb7/9Vr169Wq8ogAAAAAAqAefCN4dOnSo8ViLFi0aoRoAAAAAAOrPZ5qrAQAAAADgi3xixPtUTaQfHAAAAAAAp8WINwAAAAAAXuSTI94AgLNHfbY7Y8sxAADgyxjxBgAAAADAiwjeAAAAAAB4EcEbAAAAAAAvIngDAAAAAOBFBG8AAAAAALyI4A0AAAAAgBcRvAEAAAAA8CKCNwAAAAAAXkTwBgAAAADAiwjeAAAAAAB4EcEbAAAAAAAvIngDAAAAAOBFBG8AAAAAALyI4A0AAAAAgBcFNHYBAADXGW6bUuW1Y9G8RqoEAAAAtWHEGwAAAAAAL2LEG6iDyWRSdna2LBaLIiMjlZCQoKioqMYuCwAAAIAPIXgDtcjKytL8+fO1e/du57GUlBRNnDhRycnJjVgZAAAAAF/CVHOgBiaTqVrolqTMzEwtWLBAJpOpcQoDAAAA4HMI3kANsrOzq4XuCpmZmcrOzj6zBQEAAADwWQRvoAYWi8Wt8wAAAABQwefWeH/zzTfavXu3kpOTddlll6lFixaNXRLOQhEREW6dBwAAAIAKPhW8n3zySbVp00YPPvhgY5eCs1xiYqJSUlKUmZlZ7VxKSooSExPPfFEAAAAAfJLPTDV///33lZ2drXvvvbexS0EzEBUVpYkTJyolJaXK8Yqu5mwpBgAAAKC+DA6Hw9HYRZxOSUmJEhMTdeedd+rAgQPKy8vTc889p86dO9d4vc1mk81mc762WCyKj4+X2WxmijAapPI+3hEREUpMTCR0e4gvPaeG26ZUO+ZYNK8RKqnu1Npqqqum+n1dU/n+AwAA1IdPjHj/+OOPstlsuuOOO/TOO++offv2GjJkSJVf2iubM2eOIiMjnR/x8fFnuGKcLaKiotSrVy9dcskl6tWrF6Hbg3hOAQAA0Fw0mRHv6dOnKyMjo8ZzAwcO1Icffqj169dLknJycnTOOefou+++05AhQ6pd70sjaUBz5e3n1JOj1I014u3KaDYj3gAAAE1Pk2muNnv27FrPPffccyorK3O+jo+PV1RUlHJzc2u8PigoSEFBQR6vEYDn8JwCAACgufCJqeY9evRQZmamKg/OBwQEqGvXro1YFQAAAAAAp9dkRrzrcuWVVyoxMVH/+te/NHz4cO3atUupqanq1atXY5cGAC453fRvT06LPxu5Ov2/PlPzAQAAPM0ngre/v7+++OILTZs2Tb///ruysrL04YcfNnZZAAAAAACclk8Eb0lKTk7WRx991NhlADiD6jt625RHLT01MlvbMfyPp0azvdWwrin/dwoAALzLJ9Z4AwAAAADgq3xmxNsdFU3ZLBZLI1cCNB/h4eEyGAz1vt7hcCjhL1+rx9O/NPi9Eh/9xqPXeftenqwDtavP99lT19SHJ/+9396vgx4alOT2fRr6nAIAANc0mX28vWn//v2Kj49v7DKAZqWh+3Hv379fA17e5MWKIEnlJVY5Sm1y2G1ylNpUXloiR2mJVF4u6Uz/34FBBmOg/IzBMgQEyWAMkiEgSH6BwWe4Dt9TuP1nHf/yObfv09DnFAAAuKZZBO/y8nIdPHjQ7b/sWywWxcfHKycnx6d+UaHuM4u6T2ro88ZzSt1nEnWfxIg3AABnRrOYau7n56cOHTp47H4RERE+9YtaBeo+s6i7YXhOT6LuM4u6AQDAmUBzNQAAAAAAvIjgDQAAAACAFxG8GyAoKEgzZsxQUFBQY5fSINR9ZlF34/LVr4O6zyzqBgAAZ1KzaK4GAAAAAEBjYcQbAAAAAAAvIngDAAAAAOBFBG8AAAAAALyoWQRvh8Mhi8UilrMDTRfPKdD08ZwCAOCaZhG88/PzFRkZqfz8/MYuBUAteE6Bpo/nFAAA1zSL4A0AAAAAQGMheAMAAAAA4EUEbwAAAAAAvIjgDQAAAACAFwU0dgGuWLVqlVavXq2OHTtqwIABio2NbeySAAAAAACokc8F77fffltZWVl66qmnGrsUAAAAAABOy6eC988//6wlS5bo+++/b+xSAAAAAACoF58K3pMnT1b//v31wAMPKCsrS0888YT69+9f7TqbzSabzeZ8bbFYzmSZAOqB5xRo+nhOAQDwDJ9prvb7779rw4YNuvPOO/XKK69o0KBBGjp0qI4ePVrt2jlz5igyMtL5ER8f3wgVA6gLzynQ9PGcAgDgGQaHw+Fo7CLqY9myZRo/fryOHz8uSbJarYqNjdULL7yg8ePHV7m2pr/Qx8fHy2w2KyIi4ozWDaBmPKdA08dzCgCAZ/jMVPPS0lKVlpY6XwcHB6tTp07Kzc2tdm1QUJCCgoLOZHkAGojnFGj6eE4BAPAMn5lq3qNHD5nNZueItyQFBASoa9eujVgVAAAAAAB185ngnZqaqmHDhumTTz6RJJlMJlmtVo0cObKRKwMAAAAAoHY+M9Vckv75z3/qwQcfVHFxsfbt26clS5bIaDQ2dlkAAAAAANTKp4J3bGysPvjgg8YuAwAAAACAevOZqeYAAAAAAPgigjcAAAAAAF5E8AYAoJn5/PPPG7sEAACaFYI3AADNhMPh0Jw5c3TNNdc0dikAADQrPtVcDQAAuMZqteruu+/W4sWLG7sUAACaHYI3AABnucOHD+uaa67RmjVr5O/vr5dffrmxS4IXGG6bUuW1Y9G8RqoEAHAqgjcAAGex3377TaNHj1ZOTo5atmypTz75RFdccUVjlwUAQLPCGm8AAM5Sy5Yt04ABA5STk6MuXbpo7dq1hG4AABoBwRsAgLOMw+HQU089peuuu05FRUW68sortWbNGnXq1KmxSwMAoFkieAMAcBYpLi7WTTfdpOnTp0uSHnjgAX377beKiopq3MIAAGjGWOMNAMBZ4vDhwxozZozWrl3rbKI2YcKExi4LAIBmj+ANAMBZ4LffftOoUaO0f/9+tWzZUp9++qkGDRrU2GUBAAARvAGXmEwmZWdny2KxKDIyUgkJCUzjBFCjM/HzYtmyZbr55ptVVFSkLl266KuvvmI9NwAATQjBG2igrKwszZ8/X7t373YeS0lJ0cSJE5WcnNyIlQFoarz988LhcOjpp592ruceMmSIPvroI/4QCABAE0NzNaABTCZTtV+iJSkzM1MLFiyQyWRqnMIANDne/nlxahO1Bx98UN988w2hGwCAJojgDTRAdnZ2tV+iK2RmZio7O/vMFgSgyfLmz4tDhw7p8ssv1wcffKCAgAC99tpreumllxQQwEQ2AACaIv4fGmgAi8Xi1nkAzYe3fl6c2kRt6dKluvzyy126FwAAODMY8QYaICIiwq3zAJoPb/y8WLZsmQYMGKD9+/crNTVVv/76K6EbAAAfQPAGGiAxMVEpKSk1nktJSVFiYuKZLQhAk+XJnxcOh0OzZs3Sddddp6KiIg0dOlSrV6+u9f4AAKBpIXgDDRAVFaWJEydW+2W3oksxTY0AVPDUz4vi4mLdeOONeuKJJyRJf/7zn/X111/z8wYAAB/CGm+ggZKTkzVjxgznvrwRERFKTEzkl2AA1bj78+LQoUMaPXq01q1bp4CAAC1cuFB33323d4sGAAAe53Lwnj17tnMLk1OtXLlSkZGRSktLc7kwoCmLiopSr169GrsMAD7A1Z8XGzZs0KhRo3TgwAFFR0dr6dKluuyyyzxeHwAA8D6Xp5r/8MMPtZ67+OKLNXfuXFdvDQBAs/bpp59qwIABOnDggFJTU7V27VpCN1xmuG1KlQ8AwJnXoBHvv/3tb859R3fs2KE77rijxusOHjyoDRs2uF1cbUpKStS3b1+99NJL/CICADhrVDRRmzFjhiRp2LBhWrJkiSIjIxu5MgAA4I4GBe/HH39cb775piZNmiSr1apFixbVeF1MTIzmzJnjifpq9Nxzzzn/AAAAwNmguLhYd9xxh5YsWSJJmjRpkubOnauAANqxAADg6xr0/+YGg0Hjx49XWlqaZs2apeXLl3urrlqtXLlS7du3V8uWLc/4ewMA4A0HDx7U6NGjtX79egUEBOjVV1/VXXfd1dhlAQAAD3FpjfdFF12kefPm1XnNL7/84lJBdSkoKNDSpUt1++2313mdzWaTxWKp8gGgaeE5BU5KT09X3759tX79esXExOjf//53kwndPKcAAHiGy83VunXrVuu5w4cP66abbnL11rV69tln9eijj572ujlz5igyMtL5ER8f7/FagNqYTCZt3LhRP//8szZt2iSTydTYJTVJPKc4m7j63H/yyScaOHCgDh48qHPPPVe//vqrLr30Uu8W2wA8pwAAeIbB4XA4XPnEzZs364EHHtCGDRtUXFxc4zVlZWVuFVfZ8uXLVVZWpquuukqSlJiYqEWLFtXYXM1ms8lmszlfWywWxcfHy2w2KyIiwmM1AafKysrS/PnztXv3bhmNRvXp00fx8fFq3bq12rVrp4SEBPb7/v94TnGmmUwm537akZGRHnseKz/3FVJSUjRx4kQlJyfX+DmnNlEbPny4PvzwwybXRI3n1Lec2rHcsWhejcdrUnEtAMA7XO7YcsMNN8hut2vkyJEKDQ2tci43N1fffPON28VV9vzzz2v9+vXO1xaLRVdddZWmT59ebRQ8KChIQUFBHn1/4HRMJlOV0D18+HAtWbJEGRkZCgsLU+fOndW1a9c6fxlvTnhOcSa5Eo7ro/JzX1lmZqYWLFigGTNmVAv3xcXFuv322/XRRx9Jkh566CHNnTtX/v7+LtfhLTynAAB4hsvB22g0asuWLbV2W+3fv7/LRdVk8eLFslqtztcDBgzQvHnzNGzYMI++D+Cq7Oxs5y/fffr0cYZuSSosLFRxcXGdv4wD8A5XwnF9VX7uT5WZmans7Gz16tXLeYwmagAANE8uB++hQ4fWucXJwoULXb11jdq2bVvldUBAgNq2bUt4QZNRuelQdHS0M3RXsNvtkmr+ZRyA9zQ0HDfE6ZqNVT6/fv16jR49WgcPHlRMTIyWLl3apNZzAwAA73G5udqECRP0wQcf1HiupKREN9xwg8tFAb6ickMlh8PhDNeVZ2dUMBqNzn+mMzB8ma81EGxIOG6o061zrjj/8ccfV2mitnbtWkI3AADNiMsj3iNHjtThw4c1ffr0audOnDjh9WCRnZ3t1fsDp3PqmtF+/fopICBARUVFCg4OrnJtWFiYQkJCnK9pSgRf5a210t5U33DsisTERKWkpCgzM7PauZSUFCUkJOjJJ5/UzJkzJUkjRozQhx9+yM8AAACaGZdHvNu1a6f27dsrPj5eCQkJzo9zzjlH0dHRnqwRaHJqWjOanp6u0aNHKyQkRMeOHVNaWpqkk6E7KSnJOeKdkpKixMTExigbcMvp1ko31ZHvinBcE3efx6ioKE2cOLHa/VNSUnTXXXdpwoQJztD98MMP68svvyR0AwDQDLk84n3ffffpD3/4Q43nHA6HM3QAZ6Oa1oza7XYtX75c/fv318CBAzV48GC988472r9/f5XQPXHiRHoTwCd5c620N1WE4wULFlQZmfbU85icnKwZM2Y4tyqLiIhQYGCgbrnlFqWnp8toNOq1117THXfc4eZXAgAAfJXLwXvEiBHOfy4sLFRYWJhKS0sVEBAgg8GgX3/91SMFAk1RbUsp7Ha71qxZo4EDB+qiiy7SueeeW+WX8cTEREI3fJY310p7W03h2JPPY1RUlPOPDuvWrdOIESN06NAhxcTEaNmyZbrkkks88j4AAMA3uRy8w8LCtHDhQj399NMKDg5WZmam9uzZo7/+9a+66667NGTIEE/WCTQplaeKGo1G9enTR9HR0bJarQoODlbLli0lVf1lHPB13lwrfSY05Hk0mUzOkB4ZGamEhIR6hfSPPvpIt912m6xWq7p166Yvv/yyya59BwAAZ47Lwfvpp5/W9OnTFRMTo9DQUElSp06d9Nxzz6lz5856//33a52KDvi6ijWje/fu1fDhw6vs2R0WFqZt27bpoYce4hdunFVO10jsbOld4EoDufLycs2cOVN/+9vfJJ1sQPrBBx80+T9GAACAM8Pl5moLFy7Uu+++q2PHjql9+/bO44mJiYqLi9OMGTM8UiDQFFWsGR02bFi10J2UlKTs7Owm3WwKcEVdjcTOlt4FrjSQKyoq0rhx45yh++GHH9YXX3xB6AYAAE4uj3gnJCTo5ptvliQZDAbn8dLSUh05csT9yoAmLjk5Wb1799b777+vjh07ymg0KiQkxNlIrSk3mwJc5e210o2toQ3k9u/fr9GjR2vDhg00UUOTY7htSmOXAAD4/1wO3lFRUSooKFCLFi3kcDicx+fPny+bzabu3bt7pECgKSsuLq5zVKspN5sCXHU29y5oSAO5devWafTo0Tp06JBiY2O1bNkyDRw40NslAgAAH+TyVPMHH3xQw4YN03fffSer1arVq1drypQpmjp1qgwGg5544glP1gk0Sb7ebApAVfV9ppcsWaJLLrlEhw4dUlpamn799VdCNwAAqJXLI95Dhw5VUVGR7r33XmVnZ2vAgAFyOBxq27atnn32WV133XWerBNokppLsymguTjdM33OOefoiSee0KxZsyTRRA0AANSPyyPeknTNNdcoKytLv//+u3755Rdt2bJF+/fvd679Bs52zaHZFNCc1PVM33nnnRo/frwzdE+ZMoUmagAAoF4MjsoLtD3osssu008//eSNWzdYxT6sZrOZX5DgFZX3/D3bmk2dKTynaEpOfaaNRqNuueUWZxO1N954Q7fddltjl3nG8Zw2be40U3MsmufBSgAAp3I5eJeVlWnRokXasGGDrFZrlQZrR44c0b/+9S+VlZV5rFB38IsC0PTxnKKp+vXXXzVmzBhnE7XPPvtMAwYMaOyyGgXPaePydpdywjcAeI/La7zvuusuvfvuu7Wer7zFGAAAvmjJkiW6/fbbZbValZaWpq+++oreDQAAoMFcXuP91VdfOTual5eXV/k4dOiQ2rZt68k6AQA4Y8rLy/X444/rj3/8o6xWq66++mqtWrWK0A0AAFzi8oj3pZdeqiuvvLLGc23atNErr7ziclGAL6m8FjQyMlIJCQms7wY8oLGercLCQt16661aunSpJGnq1Kl6+umn5e/v7/X3BgAAZyeXg3f//v11/PhxxcbG1nh+9erVGjNmjKu3B3xCVlaW5s+fr927dzuPpaSk6MEHH1TLli0J5IALTCaTtm7dqoyMDJWXlysvL0/p6elKSEjQxIkTlZyc7LX3zsnJ0ejRo/Xbb78pMDBQr7/+erNsogYAADzL5eA9adIkPfHEExo2bFi1c0eOHNGrr76qZ5991q3igKbMZDJVC92StHfvXq1du1YrVqzQ3r17nccrthjzZmgAfF1WVpZeeOEFffvttyosLJQkpaWlady4cVq+fLkWLFigGTNmeOWPWGvXrtWYMWN0+PBhtWrVSp999pkuvvhij78PAABoflwO3k8//bSeeeaZGsO1w+GguRrOetnZ2dVCtyT16dNHb775pkpLS6t0/c3MzPRqaAB8XcUfs7Zs2eIM3ZKUkZGhJUuWaNCgQVqzZo2ys7PVq1cvj773Bx98oDvuuEM2m03du3fXV199pYSEBI++B9DUVe6aTodzAPAsl4P33//+dz3yyCMaNGiQgoODq5w7ePCg7rnnHreLA5oyi8VS4/Ho6GhlZGSoY8eO1c5lZmZ6JTQAZ4OKP2bZ7fZq5zIyMjR27FhJtT97rigvL9cTTzyhp556SpJ09dVX6/3331d4eLjH3gMAAMDl4H3RRRfVOZV8z549rt4a8Am17WFrtVolSUajscbzngwNwNmk4tmo7dmpeLY8tX90YWGhbrnlFi1btkwSTdQAAID3uLyd2ODBg2Wz2Wo93759e1dvDfiExMREpaSkVDseHByssLAwhYSE1Ph5ngoNwNmm4tkICQlRWFhYtfPBwcFKSUnxyJZeOTk5GjBggJYtW6bAwEAtWrRIzz77LKEbAAB4hcvBe8SIEVqwYIH27dtX7ePXX3/VX/7yF0/WCTQ5UVFRmjhxYrXw7e/vryFDhtQ4auep0ACcjSr+mGU0GpWUlFQlfKelpcnf318TJ050u0fC2rVrdcEFF2jjxo1q1aqVfvzxR916661uVg8AAFA7g8PhcLjyidHR0TKbzXVeU1ZW5lJRnlaxnZPZbGa0ER5Xea/hiIgIJSYmKi8vTwsWLFBmZqbzOrqa143nFNLJruYVz47dbldxcbGSk5N1//33KyUlxe3QTRM19/CcNq7Kzc+8jeZqAOBZLq/xvuKKKxQVFaV27dpVm5qXk5Ojd9991+3iTrVs2TI9/PDDslgsuummm/T8888rIMDlLwHwiKioqGrN0qKiojRjxoxqgZxu5kDdkpOTvfLsnNpEbdSoUXr//ffVokULD1QNAABQN5dT67hx43TdddfVer6kpMTVW9do3759+vzzz/Xpp59q+/btmjBhguLj4zVlypn76y/QEDUFcgCn5+lnp6CgQLfccos+++wzSdJf/vIXPf300/Lzc3m1FQAAQIO4HLzrCt2SPD4SvXfvXr3zzjsKCAhQnz59tGXLFv344481Bm+bzVal8RtdpIGmh+cUZ0JOTo5GjRqljRs3KjAwUG+99ZZuvvnmxi7LZ/CcAgDgGW6l41WrVmn9+vXKz8+vsp770KFDWrx4sd555x23C6wwcODAKq/j4uJq/QVgzpw5mjlzpsfeG4Dn8ZzC29asWaMxY8boyJEjat26tT777DNddNFFjV2WT+E5BQDAM1xurvbII4/o+eefr/3GBoNXm6vddNNNmjp1qnr06FHtXE1/oY+Pj6cZzBlWuelYZGSkEhISWOMMJ55TeNPixYt11113yWazqUePHvryyy+dTdT42VR/PKdNC83VAMB3uTzi/dZbb+nVV1/VJZdcopCQEBkMBue53NxcjRw50iMF1mTXrl1q06ZNjaFbkoKCghQUFOS19/cFjf2LZVZWlubPn6/du3c7j9HVG5XxnMIbysvL9de//lXPPPOMJGn06NFavHixs4maJ342NfbP1zOJ5xQAAM9wOXhfeumluueee2o8l5CQoLlz57pcVF1KS0v1xhtvaM6cOV65/9mgsUOvyWSq9v6SlJmZqQULFmjGjBln7S+pABpPQUGBbrrpJn3xxReSpGnTpmn27NnOJmqe+NnU2D9fAQCAb3K5peuoUaN0+PDhWs+vWrXK1VvXae7cuXrkkUcUGBjolfv7utP9YmkymbxeQ3Z2tvP9jUaj+vXrpxEjRmjQoEHq3LmzcnJyvF4DAN9nMpm0ceNG/fzzz9q0aVOdP7/27dunAQMG6IsvvlBQUJD++c9/VutcXvln06kyMzOVnZ192noa++crAADwTfUa8X7vvfeqf2JAgCZMmKBrr7222rmj/4+9+w6PovoeP/7eTTa9kUASCCEdCIQiiBQBFZWmiGBodsWGioqCig38gIAgoiIIdlEpKkiTpiiKhQ6BBALppED6pm6Sbb8/+O18E5JAWEIKnNfz5JHM7M6erHtn58y999ysLL766iuWLl16+RFWMnv2bG644QZKS0tJTExk165dDBw4kNDQ0Hp9neasLheWV3qJK0vRO41Gw7Bhw1i9ejXR0dHK/uHDh/Pmm2/KsE4hRK1q6lkODAzkwQcfpKysDDc3N+Vc8N9//3H33XeTlZWFt7c369evp2/fvtWOebGK3Bfb3xTOr0IIIYRonuqUeH/wwQdERUVRUx22jRs31vicynO+68OsWbN46623qmzr2LEjjz76aL2+TnN3uReW9cFScKdnz55Vkm6z2YzRaCQ2Npa5c+fyzDPPVEumMzIyiIuLIz8/Hy8vLzw8PFi+fDnHjh1Dr9ej0Wjo2rUrU6ZMkWGdQlyFtFotSUlJLFy4kKSkJEwmE2azGVtbW1JSUoiNjeXmm29m9+7dtG3bljZt2jBv3jz0ej3dunVj48aNtGvXrsZjX6wY2MX2N4XzqxBCCCGapzol3i+88AIbNmzgiSeewMHB4aKPT01NrXX+t7XefPNN3nzzzXo95tXoci8s60NgYCChoaF4enoqSbfRaKS0tBQXFxcMBgM///wzISEh/Prrrzg5OREaGsq9997LnDlzlGkKd911FykpKWRnZ3P27FlMJhNw7vOl1+uZN2/eZfV8S0+6EE1LYmIic+bMISQkhP3793P27FlKS0txdnamvLwcZ2dnVCoVHh4enDx5kt27d1NaWgpASEgI3333HW5ubhw5cqTGdm05N8XHx1d77dDQUAIDAy8YX1M4vwohhBCieapT4j1hwgR8fX0ZPHhwnQ+ckZFhdVDCepd7YVkfPDw8mDx5Mr/++itwrqe7tLQUJycn2rdvT4cOHbjjjjto1aoVgwcPpry8nD179vDqq69W6cUOCwvjm2++wdnZGW9vb2X+ZElJCTt27GDixIn06tXLqhilQJIQTYtWq2XBggXs2LGDDz74gPvuuw+dToednR1JSUmsXbtW6VGuqKggIyODiooKAIYMGYKjoyPR0dEsW7aMlJQU5biV27Xl3LR48eIq50jLYy52460pnF+FEEII0TxZvY53TQ4ePMhff/3FgAEDuP766+vrsJfN0vNxraw7mpiYWOuFZUMmlfv372fq1KnodDp0Oh0qlYpHHnmEFStWEBUVRfv27UlKSqJv376MGTOG5cuXM336dJKSkkhKSiI4OJjXX38dgE6dOpGdnV3l+F988QV33nnnJcel1Wp54403qgxfd3R0RKPREBoaKlXXG8m11k6vFXUdWXLkyBFeeOEFbr75Zk6dOsWqVauUfT169ODOO+9k4cKFlJeX06ZNG06fPg2c62WeOXMmpaWl/P777xgMhmqfn/PbdeWY3NzcCAwMrHObbyrn18Yi7bRxyTreQgjRfFm9nFj79u1xdHRk3LhxvPbaa2zevJlRo0ZhZ2eHjY0NX3/9dY2F18SVFxwczIwZM6y+sKwvfn5+hIWFERUVRUZGBnfffTc//vgjUVFRuLm5KUNEo6Ki0Ol0hIeHEx0dzYIFC+jWrRuDBw9GrVZjMpkwGo3Vjl+XaQ81iYmJYcuWLZSUlCjbnJ2dCQoKkgJJQtSjuowssSTBycnJ3HDDDWzduhW9Xo+bmxtFRUWYzWaioqIwGo307t2bv/76i9OnT2Nra0u7du2UG2cODg5ER0cTEhJSLY7z27WHh4fVbbypnF+FEEII0bxYnXgnJyfz33//0bNnT/R6Pc888wydOnXizz//pLy8nMjISEm8G9HlXFjW5FLnQycmJrJ06VJ69+5NYWEhUVFR+Pv788MPP+Dq6oqPjw+JiYmoVCpMJhOHDx9myJAh2NjYYGdnx4kTJzhy5AiDBw9m+/bt2NjYVDl+REQEPj4+Vv0d0dHRVZJuODd8PSkpifbt20uBJCHqQV3WzM7Ly+Ojjz7i9OnTjBs3Dj8/Pw4dOkRwcDC+vr6o1WqKiopQqVQcPXoUtVqN0WikdevWAKSlpdGvXz/atm2r9EBrNJoa46nPdl3f51chhBBCXP2sTry7d+9Oz549gXPLjaWmprJmzRolGbMUwhLN36XOh658wZ2YmMg999xDv379cHFxISQkhOLiYhISEjCZTNjZ2Sm92c7OziQlJdGmTRtMJhMbN27kvffew2AwKHM21Wo1ffv2ZdKkSeTk5BAVFXVJRdGSk5Nr/WyWlJSg0+lk+KQQ9eBCS2+dOHGCw4cPc+rUKcLDw7ntttsoLCzEYDAoNSFMJhMuLi60bNmSnJwctFotRqORli1bcuONN3Ls2DH8/Py4/fbb+fjjj3n44YdxdnbG0dGxxteUdi2EEEKIxmR14m1nZ0dFRQWlpaXMmjWLkSNH0qdPHwBycnI4evRovQUpLuxKVueuS6/V+a91/gV3XFwc4eHhAJSVleHu7o6rqyslJSU4ODhQWlqKq6sroaGhfPDBB5w9e1Z5bkxMDG+99RZpaWmcPXuWgIAAYmJiWLhwodKzdSnzK/V6PW3atGHAgAGcPHkSvV5PQUGBkowHBwdXK5Ak1c+FuHTn9zBrNBp69uyJm5sb+fn55OTkcODAAfbu3UtwcDBvvvkmnp6eREREoNFosLe3JyEhgaSkJOXm3ODBg3n66ac5c+YM99xzDzt37mTZsmWUl5fzwgsvMHjwYNLT06vFIoXPhBBCCNHYrE68n3rqKSIiIigqKqKiooL3338fgGPHjvHEE08o83fFlXWlq3Ofn0RbLp49PT0pKysjKiqKbt26VUlELRfcGo2GIUOG8P3337No0SLuv/9+PD09OX36NJ06daKsrAyTyYReryckJIRt27ZRUFCAi4sLZrMZlUpFRUUFr776KvPnzyckJITly5eTlpZWZTjphW4CnP9eLV++nB07dvDUU0+RkpLCmTNn8PPzIysri06dOvHMM89UOYZUPxfCOpV7mDUaDcOGDWPVqlXs2bMHo9FIWFgYLi4uvPXWW/j4+DB9+nS8vLxQq9UcOXIEFxcXKioqMBqNqFQq+vTpw1tvvcW4ceOYNGkSRqORU6dO0bZtWyVRf/nll62uWC6EEEIIcSVZnXjff//99OrVi2PHjtG/f398fX2Bc72bU6c2XNXNa5k1vdGXqnKvleXiefXq1cr63OHh4dx777107twZo9GIu7s7LVq0QKPR0KVLF1auXEnbtm25+eabMZvNTJ06la+//po9e/bg6ekJQFBQELfddhuvvPKKsjwQnJvOcPz4cQ4cOEBhYSG+vr5kZmbWOIczPj5eGY5eU++05b1KS0vD1taWZcuWMWTIEO6++27s7e1p27YthYWFhIaGVnt/Y2Nj0el0SgX0EydO1Nv7K8TVKjAwkMDAQI4ePUrfvn1ZsWIFMTExODo6cvfddxMeHo6LiwseHh7s3LmTI0eOYDKZeP755ykpKeHUqVMA2NjYKOeIN998k9mzZ5Ofn49Wq62S3Ldo0UIKn4mrWkNWNBdCCFH/rE68ATp06ECHDh2qbLMUVEtLS7ucQ4s6uNAcyvqqzl35wrZnz55Vkm57e3vGjBnDmjVrlMJkGo2GwMBAIiMjOXv2LLfccgsbNmxQlgZydnbm2Wef5YEHHqC8vByz2cz111/PggUL0Ov1mEwmzGYz3bp1Y/jw4SxatAh7e3v0ev0FiyNpNBpKSkqYOXNmjb3TRUVFJCQkoNFoCAoKIikpiY0bNyqPW7BgAbfddluVC/Tk5GSOHTtGUlJStQroer1eqp8LcQFarZaRI0cSHR2Ng4MD//zzD46Ojrz22mvs2LGD//77j4yMDIKDgzGZTDz77LMsWLCA2bNnYzAYAPDx8WHBggVs27aNBQsWKFNVnn/+eT766CPltSoPJZfCZ0IIIYRoii4r8a6NXq/n1ltv5eTJk1fi8OL/u1iVXmuq+J4/n9nb25uOHTsSGxuLp6enknQDjBgxgrVr1xITEwOATqdDo9GQnJxMaWkpEyZMYNq0aURFRaFSqbCxsUGlUrFw4UL69OnD22+/jb29PQaDgWeeeYaQkBBKSkqwtbXl5MmTLFiwgIqKCry8vGjVqtUFlw/r2bMnX375JZmZmVW2W3r/7733XmWbu7s7Dz/8MB4eHuh0OpycnGjfvn21oeO5ubnVkm74vwroubm5l/z+1kTmkIurjVar5ejRo6SmpjJmzBi8vLzo3r07N910E5s2beLs2bNoNBp8fHxQqVTExMSgUqlo27YtsbGxynEyMzOVgmtGoxGNRkNcXByZmZno9XpAhpILIYQQonmoU+Ldp08fvLy8+OWXX5RtnTt3RqfT1fj4/Px8WZKpAVysSu+lVvGtbT7zQw89xPfff09ZWZmy3dnZmY4dO/LTTz8p2ywXwgCxsbEYDAYSEhJwdnZWlg0rLS3FbDZz/PhxjEYjBw8epEWLFri4uODs7MwXX3xBdnY2cK6CeYsWLbjllltwcXGhbdu2hIaGkpKSUmWeuYODA61bt2bXrl1UVFQoQ8IdHR3RaDTEx8crNQdqGi4P524ieHt7V0m+bW1tqyXdFpYbBJdL5pCLq1FcXBzfffcdO3fu5M4772TYsGHceeeddOnShbVr1+Lj40NCQgItW7YEzq2CceTIEeX5KpUKs9kMgJOTEyNGjCAoKAh7e3vKyspwdXVl2rRpMpRcCCGEEM1GnTIHf39/WrRoUWXb9ddfz9atW5XhxZXZ29tL4t0AAgMDCQ0NrVJIyOJSq/heaL74N998w7Rp04iLiyMkJERJai3DQS0qfw5sbW3Jy8vDzs6OoqIiAKXnys7Ojpdeeonly5fzyy+/MG7cODp27IijoyOLFi3izz//ZMeOHQDccMMN3HPPPWRmZpKXl8fYsWPRarUsXLiQY8eOAeDi4sKLL75Ibm4uZ86cUSqUOzs7ExQUhJOTEwaDgdDQUFq2bFkt6XZ2diYtLa3avG0nJyciIiKqPNYiIiICJyenOr+/l/qeX2gOeVPpITcajaSnp5OYmEhCQoKyfFxiYiL79u1r8HhE06DVavnnn3+48cYbGTNmDCtXruR///sf+fn5vPbaa7i7u2M0GvH396e4uJiCggJUKhVwbj63pZiaSqXixhtv5MyZM2RlZfHee+9ha2tLnz59GDVqFL169Wrkv1QIIYQQou7qlHj/+OOP1bY9/vjjPPDAA9x2223V9pnNZq677rrLj05ckIeHB5MnT66XKr4Xmy+elZVFt27d6N27t/JalYd+n79+rqOjIy4uLvj5+ZGenk55eTmjRo0iIiKC66+/npSUFHr37s3YsWPZu3cvCxYsQKvV0qZNGwYNGsT7779PTk4OLi4ufP/996Snp+Pm5kafPn34999/KS8vp1OnTtx44434+vri5eWFXq+ndevWnD17Fjc3NzQaDdnZ2bi7u+Pm5sZzzz3H7t27qyXdQUFBSs945XnbdnZ2jB8/vlqiHhERwfjx47Gzs6vz+2vNe17THPKG7iEvLS0lKSlJSawtyXVCQgLJyclViuGJa5vlhlBqaio2NjaYzWYOHjxI9+7due6664iIiAAgKSkJg8GAk5MTKpWKgoICJdl+6KGH+PLLLzGbzQwYMIAXXniBhx9+mClTpmBra4uTkxPJycmsWLGCsLAw6ekWQgghRLNh9VjZ/v3713rRrVKpakzWRf2rryq+dZkvfn6in5eXR0REBElJSUryahEeHk54eDiBgYE4OjoyYcIENm7ciNlsZtmyZWzcuJG2bdtSXFxMUFAQzz//PHPmzKGwsJAjR46g1Wp59tln+eqrr4iPj8fZ2RmNRkNYWBi5ubm0bduWVq1aUVBQwKFDhzCZTNja2nL27Fn8/f1JSkqioKAAgL59+3L48GFuu+02/P396dixY7Xh6DW9DwEBAXz33XcMGjSIyMhIZVh7Xl4ep06dYsyYMZf0Hlvznld2JarYm81msrOzqyTUlf995syZCz7fUkwvJCSE4OBggoODCQkJuaQYRPNkSbSLiopwdHTk66+/Jj4+npiYGHQ6HevWrcNsNis3wjZt2kRWVhazZs1i+vTplJSUKN8hDg4O3HbbbYwbN46+ffvi4uJCSUkJTz75pDK9xMXFBRcXF4KCgkhOTpbihkIIIYRoVi5rkmptPX56vZ477rhDWQ5GXFn1UcW3rvPFLYl+SkoKer2eW265hU8//ZSkpCQlma3cAztjxgw2b97M6tWrCQoKYu3atZSWlqJWq3FwcCAtLY0jR46gUqkYOXIk27dvx2w2c+LECUpKSmjfvj2urq7ExsZy55134ujoyF9//cXZs2cpLi6mqKiIHj16cNdddxEaGsr27ds5ceIETk5OFBQU0LVrVyIjI9m2bRsnTpzg0UcfveDfWnmfh4cHTz75JP/++y+5ublK0q3Vapk0adJl97Zd6hx9a6vY6/V6UlJSqg0Ht/y7uLj4gnF4eHgoifX5//X398fGxubCf6i46iQmJrJ06VJatGhBREQEK1asIDExUZnWsXDhQv73v//x+++/o1KpcHJyIiQkhJEjR/L333/TpUsXDhw4AJy7UXvXXXcxduxY3nrrLU6ePIler6dTp06EhYUxevRofvzxRzp06KDcgAPrikcKIYQQQjQWqxPvtLQ0XnvtNQ4dOoROp1MK4QDk5eUp83pF02bptdLr9fj4+JCWllalB1ij0TB06FD0ej1//fWXMqfY2dlZSUgHDx6Mg4MDWVlZdO7cmZCQELKzs9m5cydnzpzhuuuuY+PGjXTr1k3p6TYajZjNZsxmM2q1mqioKEaMGMGOHTswGAzExcVx7Ngx3n77ba6//npeeukl0tLS2LRpEwcPHiQsLIz09HQADh06pCxB1q9fP26//XbatWtHRkYGSUlJbNiwAQcHB+Lj4ykrK7vovHjLe3L27FmysrJITk5m9+7dlJSU0KlTJ1566aV6GdZ9qXP0L5Ro6PV6Dhw4QHx8fLUE+/Tp0xiNxlqfa6kmHRISQlBQECEhIVV+LOutCwHnzhmffvop/fv354cffsDBwYGdO3eiVqvx9fVl6NCh/Pzzz+zZsweVSoVarcZsNhMVFYXRaCQvL4+MjAwApb0OGTKEXbt28eCDD+Ll5YXJZMLNzY0ff/yRlStXUlpaire3NxqNBr1ej06no6KigqioKFkFQAghhBDNgtWJ9+jRo4mNjSU8PJxWrVpV2efi4qIsMSWarsrzhS3Vvs+ePUtpaSlOTk5oNBrGjh3Lrl272LRpE3AuEY+MjGTz5s389ttvFBcXYzQalZ7lU6dO8d1335GRkUFhYSGxsbFMmzYNgIKCAkpKSigqKsLNzU0pqGRhMBhwdHREr9fj5uaGi4sLPXr0QKvVsn79em6//Xb27t2Lm5ubUkANzlVEjoqKYuTIkfzwww/ExMTwxhtvsH79ekpKSggLC1MeW1hYyL333svSpUtJTExUhpqHhoby3HPPkZeXx0cffURsbCynTp1Cp9PRt29fpkyZQnx8PBqNht27d9O6devLvti/lDn6JpMJnU5Hbm4uJSUllJaWKj8lJSXo9Xq2b99e62s5OjpWSaotvdYhISEEBgZib29/WX+LuHacPn2aoUOHMnfuXPbs2UOfPn3w8fHBbDbj5OREUFAQe/bswcbGBhsbG/R6vVIPwlIrwdbWFldXV44cOcKtt97Kxx9/zNq1a7G1tcXGxoZbbrmFe+65h7i4OM6cOYO7uzsGg0GpORAUFMTevXvZs2ePrAIghBBCiGbB6sQ7Pz+ftLS0WofLduvWzeqgxJWl1WqJi4vj0KFDdOjQgVatWnHw4EG2bt1K37598ff3x8/PD29vb5YvX670LAN0796dZcuWERMTg7e3N0OHDiU4OBi9Xo+rqysAR44coUWLFsryYmVlZaSnp+Pi4gLA2bNnCQkJUXq1SkpKlGrnXl5eaDQaOnfuTIsWLRg1ahS5ubns3bsXOLeub0hISJWlvNRqNba2ttja2mJnZ4ezszMuLi4YDAZ8fX2Vx5WWlpKens6SJUvo2bMnN9xwA2q1moiICDp37gzAzJkzSUhIQKfTodPp8Pb25q+//iI1NZXu3buzceNGIiIiuO666+qlqnLlOfrZ2dkUFhai1+vZtGlTlbnWSUlJlJeXX/BYrVq1qtJTXXlIeOvWravd6BDCGnq9nlOnTuHj48Mnn3yCXq9n/PjxxMbGcuDAAVQqFXZ2dpSWlmJvb4/ZbK5SD8TFxYWHH36Y5cuXc8899/DHH39gMpmUFTLy8/P5448/yMvL4/nnn+e9995Dp9Nha2urJN3jx49n69atwOXVOBBCCCGEaChWJ97Dhw+/4BzVb7/91tpDiyvI0st9+PBhYmNjgf+r0r1161b27NnDnj17mDVrFkajkZSUFOW5paWl2NnZcfjwYQwGAxMnTuT7779n5cqVmM1mHB0due222xg7dizbtm1ThqwnJCQQEBBAdnY23bp1IyoqiqSkJHx9fenQoQNpaWmEhIRQWFiIg4ODUr38qaeeoqKigh49evDggw/i7OyMyWQiMTGRDh064OPjg06nw2QyYTKZKC8vJz8/n549e5KWlkZ8fDyOjo54enoSGBiIi4sLqamp6PV69uzZo/xdsbGxdO7cucocar1ej7u7O+np6RQVFXH06FHuvvtu4Fyv3dKlS1m0aNElXeibzWZycnJqLGKWkJCgDL+tja2tLW3atAFQ5s06OTnRsWNHXn75Zbp27VrnWISwhlarJTo6mlatWnH27FkmTZqEs7MzJSUlBAUF8cADD+Di4oJarcbJyYmioiJsbGyUxFulUvHiiy8q01uuv/56oqOjsbGxUWozuLu7o1Kp2LdvHwkJCXTr1o0RI0ZgNBo5ffo02dnZbNy4sUpcF6pxIIQQQgjRFFideD/00ENs2bKF4cOH17j//vvv5+jRo1YHJupf5arYlt5oOJdIrl69mkGDBikJ6fnzifV6PUlJSeh0OqUY0tq1a5XCaGq1GoCYmBiys7O56aab2L9/P/b29mzdupVJkyaRkJBAZGSk8pqFhYV4eXlxyy23EBkZydmzZ/H19eXo0aNs27aNUaNGERYWpsQaEhJCnz59OHbsGKdPnyYsLIyUlBTy8/Pp0aMHCQkJtG7dmrfeeouYmBhef/111Go1SUlJ5OTk8Mgjj9R4Q8hy0V75b9ZoNGg0mirbKvfaJSYm1nihr9frOX36dJXiZZWT7IvVPnBzc6uxxzokJAR/f39sbW2rrONtbRV7IayRnJyMo6Mj3333nfIZLC4uJiQkhKSkJLZu3crjjz9OcHAwZrOZuLg4SktLgXM3jvr3789NN92Evb09b731Fu7u7jg6OpKYmIjZbKa0tJS2bduSn5+P2WymvLycQ4cO0a9fP7RaLfPmzQP+bxlAJycnJTYptiZE/VI9PBXz1+81dhhCCHHVsDrxfuWVVzh16lSNSwdlZmYqvami6ajco1u5gBqcS4QtSTFUr6it0+koKSnBzs4Ok8lEeHg4v/zyC4AyTNzGxgZXV1fy8/Pp3LkzP//8My1atCArK4uPP/6YpUuXUlhYyNy5c1GpVBQXF1NeXs6WLVuYOHEizz//PG+//TZ2dna89dZbrF+/ntWrVyvxzJ49mzlz5vDBBx9w4sQJ4Nyw1VtuuYV7772X1NRUbrnlFl5++WUyMjLw9fWltLSUiIgIHnjgAfLy8qrccKjMksRa2NjYYDKZMBgMyja1Wo3RaMTFxQW9Xs/mzZv59ddfqyTWKSkpFyxkBuDn51frkHAvL6+LDgmvjyr2QlxM5Rs8lqKK+fn5qFQqDh8+rNQFMJlMJCUlERERgdFopE2bNjzxxBPcf//9StLdokULbr75ZqZMmUJMTAzBwcGo1WpUKpVyQ0+j0WAwGJTVETQaDZ6envj6+pKRkVGlyF9JSQlJSUnK8HS4+CoBQgghhBCNyerEu6ioCK1WS0JCgtLbCf+3LrBoGipfPFvmD1vWr7YMEbUoKysDqlbUtlTdtiSsycnJdOrUCUCpZO/s7ExFRQX29vbk5uaSnp5OWloaDzzwAEuXLsXHx4cOHTrg4uLCsWPH2LVrF6GhoRiNRmbPno1KpcLR0ZHy8nLUajUjR45k06ZNdOzYkaFDhwJw3XXX8eWXX7JgwQLGjh1L//79adWqFS1btqSgoID4+Hjc3d35+OOPOXz4MACurq6kp6eTnZ1NTk4Ozz77bK3vk6XnODQ0lGPHjpGZmYnZbMbGxgaj0YiHhweLFy8mLy+P3NxcUlJS+O+//2o8lr29fY1Lb1mqhlsKTQnR2GpKrj08PEhMTOT999/n2LFjyjmja9euTJgwgezsbCoqKmjRogW2trYYDAZ8fHyoqKggLS2NgwcP8u6771JSUoKtrS2jR4+mU6dOHD9+nFdeeYVRo0bx33//sXPnTvr370/Hjh35+++/lRoRlu+T6667DpVKxd13383WrVvp2bMnERERSoG2kpISJWGvaRUAIYQQQoimxOrEe9KkSTzwwANVkm6LsrIypViVaDyVq5bDuXn5p06dUoZoBgUFkZSUpCTfDg4O1SpqW6puW4Zxbt++nenTp2NjY4NKpcLNzY2ysjJcXFzw9fXlzJkzaDQadDodGzdu5KabbkKn09GpUyf++OMPdu7cybFjxxg/fjzh4eGYzWY8PDx44403CAsL45NPPqFNmzYUFRXx0UcfsXLlSiIjI9m4cSOnT5+mVatW7Ny5k9GjR/Ppp58SExODq6srBQUFzJ49m+LiYmX5IltbWyV5PnHiBB4eHjzyyCMUFRXh4OBAamoqGzZswMbGhuXLl5OWlsbx48dJTk6uUjUdzhUTrMzR0ZHOnTvTvn37asl169ata2wXQjQllvNDbGwsOp1OWTv7pZde4sMPP2THjh2UlJRgb2/PkCFD8PPz4/DhwwQEBHDvvfeyZcsWWrRoQVlZGW3btiU5ORmDwcCCBQsoKSlBpVJhNpvZvn07Bw8e5OzZs7i7u9O1a1cOHTrEmTNn2LBhA/PmzaO4uJijR4/Spk0bXF1d6dWrF88//zwAc+bMQa/Xc/DgQcaPH8/q1auV5Fuv19e4CoAQQgghRFNzWcXVaksuHBwc+Oqrr6wOqjYlJSW8/PLLtGjRguLiYt59911ZBqkWledzW+Tl5SnJdvv27XFycqJ9+/bodDqCg4Pp378/EyZMqHIBa6m6bamCbjKZKCgoIDAwkOHDhxMXF0dZWRkGg4Hs7GylZyw/P5+SkhLGjx+P2Wxm//79+Pj48MILL7Bs2TLWrl3L559/Ttu2bfnwww9ZtGgRBw4cwGAw0LlzZ1xdXRk6dCiHDx9WbuKMHDkSk8lEx44diY6OJi4uDoPBgLOzM0VFReTk5JCVlUXr1q0pLi5WetxKS0txdXXl9ddf58CBA9WSaoA///yzyu9qtRp3d3fatm2LWq0mMTERV1dXdDodw4YNY9asWQQHB1fpMfTw8EClUnH06NFqPYhCNCUZGRnMmTOHY8eOUVFRgU6no6CggISEBPr27YuTkxMTJ07EYDDQsWNHDh48qCTAPXr0wMXFhYkTJ7Jp0yZlGkpWVhbwfyNhHBwcMJvNGAwGPDw8cHV1RavVEhMTw5gxY0hMTOTUqVOsXr2aLl268OCDDxIQEEBJSQm33norbdq04ciRI8poG71ez9atWxk0aBCRkZGUlZXRo0cPunXrJm1MCCGEEE2e1Yn3+Wt3V5aXl8eBAwcYOHCgtYev0aRJkxg1ahSjRo1ixYoVTJ8+nffff79eX+NqUXk+t0XlHiPLEE2NRkN4ePgF18H18PCgV69eeHl5KWtO79u3j2HDhqFSqdi5cydqtRqTyUTnzp2JjIzkf//7Hy1btuT48eOsWrWK+Ph4bGxsCA8P5+mnnyY9PR2DwcDChQtZunQpBoOBrl27YjAYlLme27ZtY968eXTq1IkDBw6wZs0apVqyn58fS5YsYc2aNcTExFBRUcFff/1FcXExFRUVVFRUUFBQoPwNJSUlnD17ttrf5urqyoABA+jUqRN2dnbs3LkTk8lEcnIyKpUKrVbLkCFDGDNmDAEBARQVFdG/f3+Cg4NrXAd9w4YN6HQ6peiTrDEsmprExET+/vtvNm7cSHFxMUajEVdXV/z8/CgoKMDT05M9e/Zw9OhRvL290Wq1BAcH88orr/Dxxx9TXl6u9GT36tWLzZs3k5OToyTcnTt3JiYmBr1ej42NDSUlJcpIlOzsbAwGA5999hlPP/00rq6u5OTkkJubS2pqKt7e3tx4441K9X7L9A/LOveVVyQIDQ3lkUcekaRbCCGEEM2Cymy5WrpENjY2F9wfHh6uDAesDxkZGYSEhJCfn4+DgwPZ2dkEBASQmZmpzA20KC8vr7LmcWFhIf7+/hQUFFwzBXj++usvFixYUG27RqOhZ8+e9O7dGzs7u0uuin3+nFCz2czu3bvJz8/HxsaG5ORk9u/fz4ABA/D29sbf35+srCxiYmJYs2YNtra2dOnShT59+vD3338ze/Zs/ve//xEbG0teXp7yOp6enoSHhzNp0iTeffddYmJi8PX1RafTKYm1wWDgYh9fjUaDvb09Go2GNm3aEBMTg0ajwdXVVRku/8MPP3DTTTcp75llneLK898BXn31VU6fPs2MGTOA/1vzG6BPnz78/vvvREdH4+zsXKXoU2hoqKwxXANppw1Pq9Uyc+ZMAgIClKkZFq6urtx7772kp6ezc+dOSktLCQoKIi4uDrVaTffu3Wnfvj1HjhwhIyODhx9+mIEDBzJr1iyOHDmiHGPEiBH4+voqy//Z2Nig1Wr57bffcHBwoHPnzuzYsYPPP/+c9PR0vvjiCxwdHQkLC+N///ufknRbJCYmKjf8LOSGVsORdtp0qB6e2uCvKVXNhRCi/ljd4202mxk2bBje3t7V9h08eJAbbrjhsgI7365du2jZsqVSmKpVq1bY2dmxb98+br311iqPnTt3Lm+//Xa9vn5zU9sFkaXH6I477rCqMvb5FbUzMjLYvn07+/fvB84VFnvyySfZtm0b0dHRuLi4kJaWRp8+fXjjjTf48MMPOXToEMOHD0elUlFRUcHx48fRarVVXicvL49///2Xf/75p8prnc9S+dhkMpGTk4OXlxcGgwFfX18iIyNZvnw5t912G6GhocyfPx+1Wk2rVq1o0aIFZrMZtVqtzF+3vGcajaba/HcALy8vRo4ciYeHB0eOHKkyosDT07PGok8gawzXRtppw7OMhOnQoUO1m1ZFRUW0a9eOP//8Uxl1Yjablbnahw4dYuTIkezfv5833niDb775hk8++URZZi88PJwPPviAAwcOsHfvXnbt2kVJSQlqtZrrrruOKVOmkJ2dzQcffIBOp+PUqVNkZWXh6upK165dmTx5crWkG/5vuossodc4pJ0KIYQQ9cPqxLtHjx7KclLn279/f7VE6nKlp6dXWU4GzvWu1JSMTZ8+nRdffFH53XKH/lpy/hDNyuqzAnB2djYjR45Ep9MRHR3NkCFDWL9+PampqbRp04b4+HhsbW2VNX7vuOMOEhIS+OWXX4iLi2PMmDFVelMqsyQGKpUKGxubakt7mUwm3nnnHTIzM/nll1+UYaxt2rTBYDBw9OhRPvzwQ/z8/Bg8eDB6vZ6QkBAyMzPJyspSahRkZ2eTmJhY5T1zcnIiJCSEkpIS9Ho9nTt35qabbiIgIACovmawpSK8xfnLlskaw9VJO214ls9hXl4eXbt2VSrzq1QqbG1t0ev1qFQqAgIC8PHxwc7ODicnJ4xGI3q9HrVazaBBg/jss884deqUclwnJyeKior49ttviYiIIDY2Fj8/P+XmU3FxMVu3blVGK9nb22MwGBg4cCDjx4+/aCItS+g1HmmnQgghRP2wuvTygQMHat3Xq1cvfvjhB2sPXSOVSlVtGaaKiopq61HDuV5XNze3Kj/XGg8PDyZPnkxoaGiV7fVdAbigoICtW7fSt29fHnnkEVxcXEhNTcVoNHLy5EllSHhmZib//vsv33zzDX///Td79+5Fq9VWSbodHR2r/P8MCwvjq6++onv37lWK6KlUKmUNYLPZjJOTE2azGTc3N1q1asXJkydJSkpi48aNpKamkpOTw/XXX4+Pjw+ZmZlVkuAePXqQlpbG4sWLAZT3rLS0VFmf283NjRtvvJGPP/6YxMRE4FzvuEajoU+fPgwfPpxWrVrx/PPPc9dddylD2yu7Fj+DFyPttOFZ3uODBw8yYcIEevTogUqlws7ODpVKRUhICE5OTqSnp5Oenk5hYSEajQaz2awMHc/NzVWSbo1GoyTqhYWF7Nu3j/LyctLT08nPz8fe3p7U1FQMBgPr168nNDQUtVpNeHg4J06coKKigu7du0vvdRMm7VQIIYSoH1b3eF9IQkIC27Ztq9djtmnTpkqxLDjXi1LT0ERxzuUO0aw8n9vFxQVbW1tycnJITExUktLo6Gji4+P5+eefL3o8tVpNWFgYp06dwsbGhnbt2nHvvfcSERHBl19+yZ49e9DpdAB069aNu+66i9jYWAIDA6sM6zabzZjNZrp3705aWppyMVhRUUFiYiJGoxGVSoVKpaK8vJwTJ04wZcoUVq5cybp165R9PXr04MEHH+TXX38FUG4YDB8+nEGDBlFeXk5eXh7Z2dls3boVvV7P4sWLmTFjBoGBgURGRvLpp59y9OhRvLy8yM/PJygoiGeffZbdu3cr8coaw6KpqDyqY/v27QwePJh77rkHnU5H9+7dKSkpQaPRUFRURHl5OUVFRYSGhnLmzBlCQ0PZsGEDBw8eBMDFxYWSkhJat27NmTNnKCwsVNbzNhqNlJWVcebMGfz9/Tlx4gQmk4mKigoiIiK455572LJlS7X6HEIIIYQQVyurE+/aitqUlZWRnZ3NzTffbO2ha3TzzTfzxBNPUFFRgZ2dnTLEvL7nkl9tLmWIZklJCYmJiSQmJrJv3z42b97MmTNnKC0tpbS09KKFzFxdXfH29laWFfPw8MBsNpOSkoKdnR0Gg4Hx48ezaNEiioqKSEpKolWrVnzxxRdMnjyZ3r17o9frsbe358yZM2zevBlbW1tef/11srOz2bt3rzLctVu3btxxxx38/PPPTJgwgfz8fDIyMnB1dUWv12M2m6moqMDb25v//vuPxMREJk6cyIgRI3BycsLW1pYTJ04oSfewYcNYuHAhubm5FBYWEhsbS0REBOPHj+fgwYPK0PH4+HhSUlJwdnZm8+bNREdHK3O6g4KCSElJYevWrdx2223s2bNH1hgWTYplJMwnn3yCh4cHXl5e2Nra0rlzZ44fP46DgwMjRoygoqKCY8eOYTabOXPmDL179yYnJ4fDhw8D/5d0m81mXFxcOHv2rHJDy97eHnt7e0wmE0VFRXh7exMaGorJZOK6666jpKSEL774gsDAQLkhJYQQQohrhtWJd3JyMuHh4VWKq6lUKpycnOjatSvTpk2rlwAt2rRpw9ChQ/nzzz+5/fbb2bFjB08//XS14eeidmazmczMzCo91pX/nZmZecHnq1QqPDw86NmzJ61btyY5ORmdTodarSYzM5OQkBBefPFF1qxZw6ZNm0hPT6d9+/Y4ODhga2tLp06dSEpKwmQy4erqSkVFBbm5uZSUlKDVapk1axZqtZrQ0FBleaLi4mJ+/PFH7rjjDkaNGkVBQQG2trbExcWxZMkSBgwYgI2NDTY2Ntjb21NcXIytrS1Go5FbbrmFHj164O/vz+eff85bb73FqVOnsLOzo1u3bowfPx6Anj17snr1agwGA25ubkqSHR0dzerVqxk0aJCyhBGcm+IQFRXFH3/8QcuWLWndurVSvTkwMBCDwUDv3r254447pAiUaHKCg4N59NFHWbhwIVu3biUlJQVXV1ecnZ156aWX+OSTT+jYsaNSF6GoqIjvvvsOrVaLra0tr776Krt27eLvv/9WhppbChWGhIRQVlaGXq9X5oWbzWby8/Px8fFh7dq1rF27lh49enDPPfdUqaouhBBCCHE1szrxbt++PTExMfUZy0UtW7aMV199lb1795KXl8e8efMa9PWbg4qKClJSUqol1pae7POXyDpfixYtaN26NVqtFicnJ+XH2dkZBwcH7OzsmDVrFgcPHiQ3N1cplvTnn39SVFREYmIit912G3FxccocToBOnTpx22238d577ykVv52dnQE4evQoLVu25IYbbkClUpGWlobRaKS4uBiNRsPWrVsZM2YMH3/8MUVFRahUKnJychgwYABjx44lNTVVidHHxwcnJyeCg4OZOHEi3t7eLF++nLNnz+Ls7IyXlxelpaVVkmpPT0+Sk5MJDg6msLAQg8GAt7c3er2e48ePExkZWeU9Ki0tJTc3F5PJRH5+frX3sGPHjtjZ2UkxKNHkaLVaUlNTWbhwIfHx8Wi1WvLy8nB2dqawsJD8/HwyMzP566+/qj1XpVIxY8YMOnXqxJAhQ5g1axZ79uxR6i1cd911ymoF3bt3Z9++fajVakpKSrjhhht49tlnOXDgADfccAOFhYXs3LmTLl26NMK7IIQQQgjR8KxKvLOzs/npp5/qO5aLatmyJZ9//nmDv25To9Vqq/VWW/6dmpqKyWSq9blqtRp/f3+Cg4MJCQkhJCRE+XdwcDAtWrS44Brgw4YNY/78+cocfqPRSFhYGHfffTfJycl4e3uTmprK5MmTlZ5jrVZLfHw88+fPx2AwoFKp0Ov1tG/fnpycHNRqNUVFRdjZ2VFSUkJ+fr5yMV9WVkaHDh1Yu3Ytbdu2ZcyYMeh0OnJzc3FyciIlJQWj0cirr76qDG1t3bo1+fn5rFixgqeffprMzEy8vLyAc719lmXCoqOjiYyMxMbGhrZt25KQkKAMny0uLsbJyQk/P78qBeBCQ0MxGAwXHGmh1+svqwDR+WulBwQESK+5uGyJiYl89NFHdOjQgc2bN2M0GnFyclJuEJ04cYITJ07QvXt3TCYTWq2W7Oxs4FzSHR4eTnBwMDY2Nrz66quMHDmShx56CJVKRVFREfHx8cyZM4d27doREhLCrbfeiouLCx4eHvz+++8cPHiQDz74ADh3c0oKdQkhhBDiWnJJifd3333HlClTyMvLo0WLFrzzzjs8+eSTVyq2a5bJZCItLa3WIeE19bJWZunxrZxUW34CAgKws7O74PNruxi2DMkuKioCzg1dLy0t5ciRI7Ru3ZqOHTvyzz//0LJlS44dO4avry+dO3cmOTmZkydP4ujoSHFxsTJHe8SIEfzwww8EBwezefNmnnnmGX788Ufi4uIoLi7G3t6e66+/ntGjR/Ptt9+i0+lo3749/fr1Y/bs2URFReHi4oKvry/e3t4MGjSIBQsWEBISgo+PD+PHj6+2rJ2TkxPt27dHp9Oh1+vx9/enZcuWzJs3TxkNYJkyUVpaSnp6Or6+vsD/VYQvLCwkLy+PiIgIZe3uyjp16mT13FVLclS5mJzldWurqyCubXW5UZORkcGcOXOIiYlRpkZYaiCcOHGCdu3aUVJSwv79+5k2bRq///67knTb2toyfPhwbrrpJoxGI7a2towcOZKysjKio6Px9fWlR48ebN68mZycHFxdXVmzZg3du3fn3nvv5a233iIvL48OHToo8ej1eik6KIQQQohrSp0T7z/++IOHHnpIKbCVl5fH008/TZcuXejXr98VC/BqVVpaSlJSUo1DwpOSkpQh2rXx8fGp1mNt+bePjw8qlcrq2GpbA9zT05OkpCT8/PyAc73dRqMRHx8f/vnnH+677z4WLVpEcnKyssRXz5496du3L926dePRRx8lKSkJnU7HyZMnee+99xg+fDi9e/cmMzMTW1tbnnrqKfr160deXh42NjacPHmSN998k/LyclxdXWnbti2ffvopWVlZuLq60rJlS7Kzs0lISKC4uJjx48fz77//KkPJZ8yYUe3v02g0ynJfbdu2xcbGhqCgoCpJtI2NDS4uLnTq1ImAgABmzZqlzNfWarVotVrGjx/P6tWrqzyvV69eTJ061aoeaq1WWy3phnMF3SzV1KXnW1RWlxs1J06c4L///mPdunXodDruuusuSkpK8PHxISsrS6lg7ufnR0JCAq+++qqSdPfv359bb71VucEWERHB+++/j1qt5o477uCrr76iX79+REVFERERwb333qtUM8/OzmbRokV4e3tjMBiq3PDr1KmTFB0UQgghxDWlzon3okWLcHFxYfny5YwcOZKEhAQee+wxPvzwQ0m8a2A2m5WEsKae6zNnzlzw+RqNhsDAwGpDwS3/tcyPvhIslY8XL15cJflWq9UEBQUp87MtvclOTk707duXFStWkJeXR3FxMenp6cC53uPExET69evHE088wV133aX8HVOmTKFnz54YDAa+/fZbfvzxR/r27UtBQQFbtmzB3t6+ypz0iIgI7O3tiY2NxdPTUymkptVqUalUxMbGcv/99yvD4JOSknBzc6vxJgKcu8FgY2NDYmIikydP5vDhw3z11VfK0PIuXbowfvx4DAZDlfnaHh4eTJo0iU8++YRBgwYRGRlJWVkZXl5e9OvXr9ra6XWVnJxcLem2iI+PJzk5WeaNC0VdbtTk5OQwbdo0+vTpQ3FxMSaTiczMTLp06UJpaSlpaWnKzVTLVA1L0m1nZ8fRo0fZt28fJpOJ+fPns2/fPioqKtBqtWzdupWpU6dSVlbGRx99hMFgoFu3bjz00EP8/vvvJCYmUlFRQXZ2NgMHDiQiIoJXX30VLy8vbrvtNlkKUgghhBDXlDon3gcPHuR///ufUgk6IiKCH374gbvvvvtKxdbk6fV6UlJSakysExMTL1qx18PDo9Yh4Zae2PpyqfOGa1oDXK/Xs3nzZgCCgoKIi4tT5kR37NiRDRs2kJmZSUlJiVLpuKSkhJycHEaMGIGXlxcrV65UKpCHhobi6+vL33//TVFREa6urmzbto13332X3Nxc9u7di4ODA+Xl5XTt2pXRo0eTlZWlFIhq1aoVjo6OODs7o1KpMJlMyhByNzc3AgICyMjIYMyYMXz55ZekpaUpPd1+fn7ceOONzJgxg9zcXE6dOkXfvn1ZtmwZ8fHxaDQa8vLy2Lp1K7169arx/Xn99detXiO9JoWFhZe1X1xbLnajxlLg8OjRo4wdO5agoCDMZjN79+5l3LhxHDp0CIPBgMlkQq/Xc+bMGSoqKrC1tcXe3h6dTqdUJnd3d8fNzY0//vgDFxcX/Pz8lFUOXnjhBezs7HB3d8doNKJWq3FwcCAwMJCkpCSCgoIYNmwY33zzDQEBAYwcOVKSbiGEEEJcc+qceOfm5lZbm7tdu3a0bNmyxsc/9dRTLFu27LKCawoKCgpqnWt9+vTpCxYyU6lUtG3bttYh4Z6eng3yN1g7b/j8NcC1Wq3Se+zk5ESHDh1o3bo1N998M507d8bBwYGysjJiY2PZtGkTer2enJwcwsLCsLW1xcnJCVdXV+BccaVhw4ZRXFzM0aNHiYuLo3Xr1qjVaqZMmcJHH33EqFGjlET69OnT/PHHH7zwwgskJyejUqk4e/assp6wre25j7KLiwv+/v54eHhw+vRpUlJS+Pzzz+nZsycDBgzA09MTFxcXoqOj+f777wFwdHTE0dGRf/75h4KCgirLh11oHuqlrJFeFxcrNCWFqERlF7sRk52djYuLCx9++CGxsbG0bNmStLQ0bGxs0Gg0dOnShbCwMA4cOMD27dsxmUz4+voyYcIE3N3dcXZ25syZM+zcuZPs7GyysrJwd3dXRrPY29tz5swZ5YaTs7MzGo2GNm3aMGvWLAoLC3F0dMTBwQGtVkuvXr1keT0hhBBCXLPqnHhXVFTUOO/YMt+3spycHNavX98sEm+TyURGRkatQ8Jzc3Mv+HxHR0eCg4Or9VgHBwcTGBiIvb19A/0lNbN23nBtPeSVh6C7uroyatQo1q1bx86dO4mNjaWkpIRu3boxdepUFixYgNls5syZM3h5efHaa68RHR2NnZ0dycnJ/PTTT9x3333cfvvtjBw5EoPBQMuWLYmOjua5555jyJAh3HXXXaSlpTFs2DAOHTqE0WikS5cuREdHK0Nj3dzcKC4upnv37pw5cwaNRkNBQQF9+vShU6dOFBQUsGvXLk6dOkVQUBBPPvkkR48e5cYbb8TW1hZnZ2fOnj3LmjVrlErncC7pfvLJJ0lJSeHo0aNXvMJ4bXPrLbFIISpR2YVuxDg5OeHt7a2cx+zt7Xn77beZNWuWMlrpzJkzODs7K8tCDho0CFdXV77++mv0ej02NjZ06dKF0aNHs3PnTnJzc8nIyKCsrAy1Wo3BYECj0eDh4VGlTXh5ecmUCCGEEEKI81xSVfM77rijyjJKZrNZWY/VwmAwkJubi8FgqL8o68m2bds4c+ZMleQ6KSmpynJRNfH29q42x9ry79atW19WIbMrzZp5wxfrIbcMQdfr9SxZsoS0tDRlaaCSkhKioqIAGDVqFNu2baNDhw78888/BAYGMm/ePGxsbDAajfj6+tK9e3dmzZrF/v37laXGbrzxRt566y2++OILRo0aRUpKCgcPHqRz584cPnyYkSNHolarOXz4MJmZmYSEhNC9e3duv/12NmzYwLFjxwgPDycsLIyZM2fy/PPPExISwvHjx3FwcKBly5ZERUWxYsUKpYhaly5dmDJlCj/99BOtW7dm1qxZuLi4sGzZMk6ePFnj+1Dfaptbb3lN6SkUldV2o0aj0fDwww/z5ptvkpKSQmZmJtOnTyc2NpYnn3wSd3d39u3bh729vZJ0d+7cmZycHGJiYmjbti3p6ekUFRVx4MAB1Go1jz32GPPnz6e4uBgPDw/Kysro2bMn2dnZVUb9yA0iIYQQQoiaXVLiXVxcjKOjI2q1Wtl2/nBplUqFjY1Nk0y8x40bV+N2W1tbAgICalzXOjg4WBke3RxdbDhqbm4uR44cUXq2W7VqxdKlSy/aQ969e3eOHDnCqVOnyM/Pp7CwkICAAPR6Pfn5+URHRzNq1ChSU1MZMmQIx44dQ6fTAedu2Gg0Gh566CHWrFnD8ePHlZEBRqORf//9F4PBwMMPP4yXlxedO3dGrVbz7bff0rlzZxISEmjfvj133nkner0eV1dXWrduTXl5OQ8//DC5ubnExsayZMkSnnnmGRYuXKjMXx0wYAAHDx4kNjYWlUqlVGa3VCYfNGgQgYGBBAYGMnPmzAavMF7T3HoZnitqUtuNmqFDh7Ju3Tr8/Py4/fbbcXd3R6/X88cff/DLL7/w4IMPVlmWUKVScc899/C///1Pqc0QHBysjHIqLCwkJyeHiooKPDw88PX1xd/fnwkTJjB37lyl511uEAkhhBBC1K7Oibevr68yt/diCgoKqqzZ2lR07dqVsLCwavOt/f39lTnCV5sLDUe1rFP9wQcfKNt8fHzo3bs3iYmJ6PX6Ko8/v4e8sLBQKVZmNpspKCigffv2FBUVUVFRQWBgIA8//DA6nY4RI0ZgY2PDmjVrSExMxNHRERcXF9avX4+3tzeZmZnY2dlha2urHKtr166UlZURERGBg4MDXbt25bvvvmPy5MmkpqaSnZ2Nu7s7hYWF/Pnnn3Tr1o0ZM2agUqkoKysjMjKSDRs2EBUVRVhYGE5OToSFhbFixQrs7OyUolKWqs7R0dE89NBDBAYGNmqF8fqeOy6uXsHBwUybNo24uDjy8/Np0aIFDg4OVFRU8M0337Br1y6lV3rgwIG8/fbbvP322xQVFSnDxHNzc5VpRGazmby8PDw8PLCxsSEzMxOj0YiHhwcLFy4kKSkJk8mEj48Pu3fv5u2338bZ2RkvLy+5QSTEZVI9PLWxQxBCCHEF1TnbvP/+++uUdAO4u7vz4IMPWh3UlbJ79+5rrkBVbcNR9Xo9jo6OpKamVtl+/PhxkpKSqhQYq6xyD7qbm5uSQLu4uJCenk5cXBze3t64urri7e3N6tWr2bNnD4WFhRiNRjp06MDQoUP5+OOPefDBB3F2dqaoqIiQkBCMRiNlZWVKAaf//vuPP/74Azc3N/z8/Bg7diyDBw/m22+/JSkpCbVajdFoJCIigkcffZTp06djMBhwcnJCr9cTFhbGqlWrgHNz+S29eTk5ObRp04bCwkJyc3OVqQLOzs54e3vj4eEhFcZFs5CYmMj777/PsWPH0Ov1aDQaXnrpJX744QflhlNJSQkRERHY2Ngwbdo0zGYzbdq0IT8/n4qKCkJDQ7G3t0elUiltxGw2YzQalaHlrVu35vTp0xQWFpKcnMzChQvp2rUrnTp1snr5PCGEEEKIa0mdE+/58+df0oEv9fHiyqhtOGrbtm3p3bs3W7duBc7NC+3Zsyeurq7k5ubSqVMn4NwycpV7vivfuAgMDCQ8PJyKigpiYmLIz89Xiql17dqV3bt389tvv+Hu7k5ZWRkqlYr//vsPvV7P8OHD8fX1RafTkZKSQkVFBTY2NgQEBHD69Gmys7NxcHDA0dERvV7Pv//+y9mzZ2nfvr2ypBmcmyaQl5eHra0tgwYNIikpCZVKpSTfFmq1Go1Gg5ubGxUVFaSkpNC5c2d8fHxwcHDAzs4OR0dHfH19q/2dNbnWbuCIpker1TJ//nx27NiBwWBgyJAhBAYGotPpuP322/H39+fYsWP4+PhQUVHBpk2bAHB1deXpp59m3rx5FBQUKG22W7duREdHYzabsbW1xcHBgdDQUMLDwzEYDHz66afY29tjNpsZPHgwU6dOlaRbCCGEEKKOrs7x1aKK2tbknjt3rtJLNmzYMFavXs2xY8coLi4mKCgIX19fxo8fz9atW9Hr9dUKJ1mS+jlz5hAVFYWzszNms5muXbsyadIkHnvsMQoKCvD19cXe3p6SkhKMRiP79u1j3LhxuLi4EBgYiKOjI6WlpahUKjQaDYmJifTs2ZOcnBwAdDodZrOZ2NhYunXrhsFgQK1W4+Pjg4uLCzY2NiQkJHDzzTcry4vZ2Njg5OSEra0trq6uaDQanJyciI2NpUuXLhw9ehSj0Yinp6cykqPy3ycVxkVTFxcXpyTdTz31FD///DMrVqygffv2SlsZO3Ys7777LhkZGcC5+dytWrXi2LFjdOnShYMHD1JaWsrevXsZPXo0NjY2JCUlKY/t0qUL48aN48SJE0ycOBG1Wk2PHj0ICwuTYeVCCCGEEJdAEu9rxPnzho8cOaL0CPfs2ZPVq1cTHR2t9Bbb2dkRHR3N6tWrGTRoEDk5OTUWTgoODubJJ5+kS5cu5OXlKUuFxcTEUFpaikajwWg0EhQUhNFoRKvVolKpsLOzY/r06UycOJGff/6ZsrIyPD09MRgM9O3bl5EjR/Lhhx8SFhaGXq9XiqBVVFSgVqsJCQnh7NmzZGRkYGNjg7u7O46OjgwaNIg//vgDjUZDbm4uN910E0VFRcrflJyczEMPPcQvv/yCTqejrKwMg8FA165dq/x9UmFcNBW1Le2n0+mYOHEi7dq1Y926dWRmZirLfNnb23Ps2DFiYmIoKytDo9Gg1+tRq9XY2Niwfv16XnnlFcxmM4cOHaKkpIT58+fz3HPP0aNHD8rKyvD29mbjxo189NFHVQpM9u7dWz7/QgghhBCXSBLva1TlHl1PT0+lqjecG0bdsmVL3Nzc0Ol09O/fn27dutV6sa3RaFi3bh2xsbHAuWHdL7/8MuXl5RgMBnQ6HQkJCTg6OuLt7U1sbCz5+fkUFRXx4Ycfcuutt3LLLbdgMpnw9PRk06ZNvPPOO0qyoNFoUKvVynBxHx8f8vPzGTp0KB06dFDmdTs6OjJw4EAefPBBjh07htlspl+/fnzyySckJSURFBSk9Hq/+OKLJCQkoNPpcHBwwMbGptqycFJhXDS2mpb269ixI/fddx9ffPEFq1evZvr06WzYsAE3NzcCAgKU1QMshQM9PDx48cUXld+dnJw4cuQIixcvZsiQIURGRuLn5wdAy5Yt2bZtG2vXruW6667Dy8tLKT5oIfUNhBBCCCEunSTe16jKPbplZWXKdmdnZ4KCgnBwcFDWbFepVBdMNgMDA+natSupqamUlJTg7u7O8ePH6dy5M0lJSZSUlKBSqcjNzcXGxobhw4eTkJCAjY0N5eXlnDp1ivHjx/P8888zZMgQTp06hcFgwMHBAY1Gg6OjIwAdOnSgtLQUT09PRo0axcaNG/nhhx9Qq9V4eHhw00038cADD7By5UrS09OBczcFBg0ahKenJ2q1mm7duhEVFcUnn3xSrWr7iRMnqi0TJhXGRWPRarXVkm4495l84403KCoqwtXVVfkcWxJiGxsbSkpKlMfPmDGD7du3s2/fPioqKigtLaVLly48++yzLFu2jNzcXPz8/EhPT6dFixb88ssvlJSUoNFoePTRR6sVYJT6BkIIIYQQl+6KJd5PPPEEn3766ZU6vKgHlh7dqKgoQkJClCTXskSYxcUutD08PJgyZQp6vZ4dO3ag0WhYv349r7/+Ort27WLbtm3Y2tpiY2ND69ateeaZZ4iPj6dr167Y2tqSk5PDjh07cHJy4tChQ9x///2sX7+e06dPK/H06dOHyMhIEhISmDBhglK1Wa1W4+7uTps2bfjvv/+wtbUlJCRESbz1en2V6uwdO3asUpytspSUFFJTU2sc1itEQ6ttSTtPT0/2799PeHg4AQEBODs707p1a5ydncnKyiIvLw84V0QtJCQEBwcHsrKyCAwMVIoPHj16FFtbW6ZMmQLA4cOH6d+/P3PnzlVqLdjY2GBra1vlfCD1DYQQQgghrFOnxHvFihWXdND09HS+/fZbSbybAQ8PD7p160bv3r0vq5BYcHAw8+bNY+LEiaSkpJCRkUFcXBy+vr68+eab6PV6XF1dOX78OAcOHGD37t04OTkxdOhQbrnlFo4fP05AQACnTp1iyZIl3HffffTq1QtbW1t8fX3x9vZmx44dtGvXDicnJ7777js6duyISqWitLSUrKwsAGJiYujfv3+VofOV5efn17jdUmBu4cKF5ObmVvn7J0+eTHBwcB3eTSHqT2FhobLagKenJ2VlZTg4ONCqVSvs7e3R6/W0atWK9u3bExgYyL///qs819XVFT8/P8LCwti3bx+xsbG0bNmSwMBA1Go1cO4zf/3115ORkUFSUhKffPIJjo6OmM1mWrZsiUajwdnZWTmm1DcQQgghhLBenRLvhQsXKsvM1NX582VF01VfhcQ8PDzo1asXGo2Gb775htLSUmWoOZyb+92qVSvuvfdeBg4ciIODA9988w3r1q0jIyMDs9lMhw4d+Oijjzh69ChffvklAQEByvDvgQMHsnjxYrp27UpWVhZFRUVK9XIbGxsA7Ozsqg0hr6xFixY1brcUmDMYDFV6+OPj41m8eHG1IehCXGnu7u7KagOVbyTddNNNPPXUU/zxxx8MGDCARYsWcerUKWW/ZWpGy5YteeSRR3jiiSdwdHQkOzubs2fPAtC+fXtlHe8ff/yR/fv3AyjJdlBQEJ06daJ///507txZ6hsIIYQQQlymOiXeTz31FNHR0YwePRpb24s/JS0tjaeffvqygxMNpz4LiVUu3Na+fXt0Oh0VFRUYjUa6dOlCeHg4Tk5OzJw5k5SUFHQ6HZmZmQBkZWWRn5/PoEGD0Ov1xMfHk5ycTPfu3asMje/YsSOnT59W1geHc/PTW7RoQatWrWqMKzQ0lLCwsBqXCfP09CQpKYn27dtXe17lGIRoKK1atWLDhg1Vkm61Wk18fDxarZaePXty5swZ/vvvP6Vo2kMPPUSbNm2ws7Pj5MmTFBUVUVpaiq2tLS4uLhiNRpycnPD09MTPzw8/Pz8WLFjAwoULOX78uDLdJDw8XEZ6CCGEEELUozol3vfffz+xsbH06tWrzgcuLi62OijROOqrkFjlHvSjR48qRdciIiLo06cPixYt4u6771bmr57fQx0dHU1kZKTye+Uqypah8b169cLFxQWdTqdUPrckDP369ePw4cM19t63adOmxt59tVpNUFBQtfntNcUgREPIyspCp9Ph7OxMSUkJarUab29vMjIy0Ov1JCYm8tNPP2E2m1Gr1Tg4OPDPP/8o0y68vb0ZMmQInTt35uTJk6hUKtzd3ZXq/pZpJB4eHrz33ntSvV8IIYQQ4gqqU+Lt6up6SUl3QkICffv2tToo0fwFBwczbdo0fvvtN3Jzc3FwcCAvL4+tW7ei1+uJjo5WEuaakt3KldYtQ78t6xkXFRVx33338c0335CcnKw8rvJ87Av13te0X6/X11p0rXIMQjSUwsJCnJyclFEjJpOJlJQUjEYjiYmJSk+4m5sbfn5+ODg4cObMGUwmE4CSgM+bN4/PPvuMxMRE7OzsqKiooGXLltx3333Ka0n1fiFETVQPT63yu/nr9xopEiGEaP4uq6p5VlYWSUlJVFRUVJn/XVpayooVK1i5cuVlByiar6ysLH788cca95lMJnQ6ndJTbenVs7AsZWbplTt/PWONRsPQoUMZP348RqOxWnJ9sUTi/P1arbbGIeiVYxCiIVlu9lhuThUWFqLT6SgoKFBGidx+++3o9Xr27t1LSEiIknQDdOrUCa1Wy+DBg1m0aBExMTFER0djMpnIy8tjzpw5BAQEyJByIYQQQogGYHXivWLFCh577DGMRmON+728vKwOSlwdLjQ8Oy8vj+DgYHJyctBoNAQFBSmF2CIiIsjLy1N6sIFq6xnr9Xo2bdpU49rb1qivAnNC1JfKtRLgXHvKz8/HaDSiVqsZP348Op2OYcOGAVSpxh8REcHjjz9O79698fDwQKvV8uOPP1ZbnkyKBwohhBBCNAyrE++5c+dy5513MmjQIHbv3k2vXr2UolZ//PEHd955Z70FCbB06VJmz56NyWRi8uTJvP766/V6fFH/LjQ8++DBg0yfPp2VK1cSHx+vDKlt27YtEydOxMnJSVlD+8iRI1UShvOXWIqKiqJbt26XnTjUZ4E5IS5X5ZtBe/bsITo6GqPRiL29PS+//LIyXWPr1q3cdttt9OvXj5KSEhwcHPDx8cHf319JuqOioggICKBDhw7k5eVx8OBBpddcigcKIYQQQlx5VifeDg4OrFu3DoBbb72VdevW8dBDDwEwbtw43nnnnSoFsi7H3r17OXHiBFu2bGH37t288MILdOjQod6OL66M83vsKgsICCAsLIxp06YRFxdHfn4+LVq0ICwsjDZt2lR5bOWec8t625WXWAoJCaF37971MmRW5rqKpiQ4OBg/Pz/279+P0WgkJCSEyMhI5bPfp08fPD09UavVuLi4cN1111W5UWSZorFv3z7l5lVERATjx49X6i2AFA8UQgghhLjSrE68nZycKCkpwdnZmfDwcPbs2UNGRgZt2rTB3t6ev//+u96CLCkpYfHixQB0796dv//+mz/++KPWxLu8vJzy8nLld7mobBwXGr793HPPkZeXV20IeeUCaRaVe84t621XXmJJo9HIkNlmSNrphRkMBl544QWWLFkCnFtd4rXXXuPTTz8FUG5AJSUlERQUxObNm6u0H61Wq7SvygUMo6OjWb16NYMGDWLPnj2AFA8UtZN2KoQQQtQPqxPvwYMH4+fnR2hoKD/88AOTJ0+mT58+TJgwgUOHDhETE1NvQQ4aNKjK723atMHX17fWx8+dO5e333673l5fWK+24dsAM2fOrNOc08o9556enlWSbmdnZxwdHZXnypDZ5kPaae3y8/MZO3Ysv/32GyqVinfeeYdXX30VlUrFjBkzSE1NZeHChRgMBtq3b68k1pXbT3JystK+zi9gWHnJPikeKC5E2qmoTKqcCyGE9dTWPvGtt97i1VdfJTg4GDs7OwYPHszEiRNZuHAhu3fv5p133qnPOKuIiYlRhrXXZPr06RQUFCg/qampVywWcXGW4dsDBw6ke/fueHh4VEkKzmdJoCs/f/LkyYSGhlZZZszZ2bna2tuFhYVotVqOHDnCX3/9RVRUFFqt9kr9aeIySDut2alTp+jTpw+//fYbzs7OLFy4kBtvvJGjR4+i1Wrx8PDAaDSSm5uLm5tbteX4LO3n/CkaQUFBODs7K9vKysqkeKC4KGmnQgghRP2wusdbpVLx6quvVtk2Y8YMXnjhBezt7assa1MXb7zxRpWezMpGjBjBxIkTgXOF24YNG3bBHm97e3vs7e0v6fVFw7rYcMXz91t6zqOioggJCVGWITs/6bCxsanWk17T8HXR+KSdVvfbb78xZswYtFotrVu35pZbbuH333/n999/B/7vs1xUVHTB41hGl1RWeU1wvV5Pjx49eOSRRyTpFhck7VQIIYSoH5e1jndN3N3dgXMFfGpLpGsye/bsiz6mqKiI7du3M2/ePKvjE03D+UnB+ZXKzWaz0rtn4eHhQbdu3ejdu3eNBdsCAwOJjo6WJZNEk6fVapVeaXd3dwICAli1ahWTJ0/GaDTSq1cvunXrxtmzZ6s8z/JZfvTRRy94fMuUjvOLG1rWBA8NDa2XlQCEEEIIIUTdWJ14FxcX8+6773Lo0CElUbLIysrixIkT9RKghcFg4L333uOtt96q1+OKxlE5KTi/UrmzszPt27cnPDy8SqGo5ORkioqKuO+++/jmm2+qDEcPDQ3lvvvuY86cOTW+nsz/Fk2FpdK45QaRyWQiIyODI0eOAOfqZ7z00kvs37+f3NxcpfK4RXx8vDJMvKYbUJY527I2vRBCCCFE02F14j1hwgS2bNmCj49PtWFo9V311GQy8fLLLzN+/HiysrIwGo38/PPPPPnkk7i6utbra4mGUTkpaNmyZZWk2zJvOz4+nk8++YRHH32U5cuXK4mKRqNh6NChjB8/HqPRqPTuHTt2rFqSUplU4xWNrXKlcYCKigoOHz5MdnY2AGFhYWg0GmbOnImjo2O1Zb8sdDpdnZJqWZteCCGEEKJpsDrx3rdvH8ePH6dDhw7V9pWVldGpU6fLCqyyxx9/nC+//JJFixYp24YOHcrUqVMv8CzR1FWet/3LL7/QsWPHavO2PTw8WLhwIZmZmco2vV7Ppk2bOHHiRJXh4xe7CSNLJonGVrmoYHFxMfv376ekpAQbGxtcXFxo3bo1KpUKjUZT47JfFm5ubnVOqmVteiGEEEKIxmd14n3rrbfWmHQDODg4sHLlSquDOt8XX3zBF198UW/HE1dWTfNXa+th8/DwQKVS4eXlVeN+T09Pfvnllxr3nz98vKY5rRayZJJoCiyjLrKzszl06BB6vR5PT0/MZjMqlYrS0lIA7OzscHZ2rrLsl0Xlz7Ik1UIIIYQQzYPVifctt9xCSkoKAQEBNe5fsmQJffr0sTow0TydP38VLl5V/EI90WVlZdUql1dWefi4zGkVTZ2rqytJSUkcP34cs9lMixYtePbZZ1mwYAFGo5GysjJOnz6Ni4sL/v7+pKamVllCTz7LQgghhBDNk9WJ96OPPspTTz3FgAEDqu3LzMzkp59+4ttvv72s4ETzcv78VYuLVRW/UE+1l5cXjo6Otb7m+Um7zGkVTZVer2fx4sXExMQA0LZtW8LDw3F0dMRoNOLq6qrM5S4uLiYtLY2QkBB69OhBz5495bMshBBCCNGMWZ14T548+YJDwFUqldVBieap8vzV812oqviFeqr79evH4cOHL2n4uAy/FU1NXl4eY8aM4ffff0elUtGvXz88PDwoKioiISGBfv36kZeXR1ZWlvKc4uJiAgICZNkvIYQQQoirgNWJ96pVq1iyZAmDBg3CwcGhyr6MjAzuuuuuyw5ONC8Xqxp+of0X6qmW4eOiOYuNjWXEiBHEx8fj4uLC999/z8CBA0lOTiY5OZmsrCyGDx/O0qVLq6zbHRERwcSJE+UzLoQQQghxFbA68b799tuZNGlSjfsCAgKYP3++1UGJ5uliVcMvtr+2nmoZPi6aqx07djB27FgKCgoICAhg48aNdO3aFUD5rH/xxRdoNBpuvvlmRo8eTVlZGQ4ODuTl5eHk5NSI0QshhBBCiPpideI9ePBgCgoKcHd3r3F/5eWfxLXhSlYVl+Hjojkxm80sWbKEF154AaPRyI033si6devw9vau8rjKbeb8JcNCQ0NrLV4phBBCCCGaF7W1TwwJCWHWrFn89ddf1X5+/PFH3n333fqMUzQDlmHhoaGhVbbLsHBxLdHr9Tz99NNMnjwZo9HIQw89xM6dO6sl3SBtRgghhBDiWqEym81ma57YunXrKoWAKrOsSWs0Gi8ruPpiWU+6oKDgosOdxeWrvI63DAsXdXU1tNPzi6i9++67TJ069aLFJqXNiObiaminTZXq4amNHcIlM3/9XmOHIIQQzYbVQ82HDBlCWFgYrVu3xsbGpsq+1NRU5syZc9nBieZJhoWLa9H5RdRWrlzJiBEj6vRcaTNCCCGEEFc3qxPvyMhIhg8fjlpd82j1kpISq4MSQojm5Pwiaps2baJLly6NHZYQQgghhGgirJ7j/cYbbxAZGVnr/rlz51p7aCGEaBbMZjOLFy9m2LBhFBQUcOONN7Jv3z5JuoUQQgghRBVWJ94FBQUMGjSo1v0xMTHWHloIIZo8vV7PpEmTeO655zCZTBcsoiaEEEIIIa5tVifeK1asoLy8vMZ9FRUVdZ7bKIQQzU1ubi5Dhgxh+fLlqFQq5s+fz1dffYW9vX1jhyaEEEIIIZogq+d4z549m/T0dL744gt8fX2V7WazmeTkZE6fPl0vAQohRFMSGxvLnXfeSUJCwiUXURNCCCGEENcmqxNvBwcH4uPj8fb2Jikpqcq+goKCyw5MCCGamm3btjFu3DgKCwsJDAxk48aNMp9bCCGEEEJclNWJ97333suLL77ITTfdVG1fWVkZnTt3vqzAhBCiqTCbzXz00Ue8+OKLmEwm+vfvz7p162jVqlVjhyaEEEIIIZoBqxPvkSNHUlpaWuM+BwcHNmzYYHVQQgjRVFRUVPDss8/y2WefAfDII4/wySefyHxuIcQ1T/Xw1GrbzF+/1wiRCCFE03dZQ80dHBxYuXIlGzZsQKvVEhoayn333Ue/fv2IiIiozziFEKLB5ebmEhkZya5du1CpVCxYsIAXX3wRlUrV2KEJIYQQQohmxOrEu6ysjFGjRrFjxw7MZjMAv/76K8uWLePRRx9VeoeEEKI5On78OCNGjCAxMRFXV1dWrVrFHXfc0dhhCSGEEEKIZsjq5cRmzZrFn3/+yfPPP8+BAwfIycmhoqKC6OhoysrKWLRoUX3GKYQQDWbbtm307duXxMREgoKC+PfffyXpFkIIIYQQVrM68V69ejW///4777//Pj169MDT0xNbW1vCw8P5+uuv2bp1a33GKYQQV5zZbOaDDz7gjjvuoLCwkAEDBrBv3z6ZOiOEEEIIIS6L1Ym3t7c3ffr0qXGfjY0NhYWFVgclhBANraKigieffJIpU6ZgMpl49NFH+e2332jZsmVjhyaEEEIIIZo5q+d4u7q6Ul5eXmNl3x9++IHc3NzLCkwIIRpKTk4OkZGR/Pnnn6jVahYsWMCUKVOkiJoQQgghhKgXVife999/P7feeisvv/wyYWFhlJSUEBcXx8qVK9m6dSvz5s2rzzgVeXl5RERE8O+//xIYGHhFXkMIce04v4ja6tWrGT58eGOHJYQQQgghriJWJ94PPvggKSkpREZGYjQale0qlYpnn32WqVOrr+1YH9555x3OnDlzRY4thLi2bN26lfHjx1NYWEhQUBCbNm2ic+fOjR2WEEIIIYS4ylideAO8+eabPPjgg6xevZqUlBT8/f256667rtiF65o1axgyZAjvv//+BR9XXl5OeXm58rvMNxei6WnMdmopojZ16lRMJhMDBw5k7dq1Mp9biPPI96kQQghRPy4r8QYICAjglVdeqY9YLigjI4PY2FhmzJhx0cfOnTuXt99++4rHJISwXmO104qKCp555hk+//xzAB599FE++eQT7OzsGjwWIZo6+T4VQggh6ofKbDab6/JAT09P2rVrxxtvvEFkZOSVjquaF198kTlz5uDg4IBKpSIpKanWOd413aH39/enoKAANze3BopYCHEhjdFOzy+i9t577/HCCy9IETUhaiHfpw1H9fCVmaLX0Mxfv9fYIQghRJNU5x7viooK1q9fryS7K1eurLL/3nvvvaxA3njjDaKjo2vcN2zYMB544AEcHBzqdCx7e/saq60LIZqOhm6nUkRNiEsn36dCCCFE/ahz4n399ddX6WEeOnQoK1as4OWXX2bv3r2XHcjs2bNr3de+fXuysrKqbOvatSvLli277IRfCHH1++WXX5gwYQJFRUUEBwezadMmOnXq1NhhCSGEEEKIa0SdE+/zh5R5enrywgsv8P3333PdddfVe2CV/f777xgMBuX3oKAgtmzZQvfu3a/o6wohmjez2cyiRYuYOnUqZrNZiqgJIYQQQohGoa7rA2ubCu7q6lrj9ieffNK6iGrQtm1bAgMDlR/LNhcXl3p7DSHE1aWiooKJEyfy0ksvYTabeeyxx/j1118l6RZCCCGEEA2uzon3pRQfKigoYO3atVYFJIQQlys7O5vbbruNr776CrVazQcffMCnn34qlcuFEEIIIUSjqPNQ899++4127dpV256dnV1lu9lsJi8vj7KysvqJsAZ1LMQuhLgGRUdHM2LECJKTk3Fzc2PNmjUMHTq0scMSQgghhBDXsDon3mVlZeh0umrDu319fav8bjQaMZlM9ROdEEJcgspF1EJCQti0aRPh4eGNHZYQQoj/7/xl02T5MSHEtaLOiffEiRP57LPP6vTY/Px8OnbsaHVQQghxKcxmM++//z7Tpk3DbDZz880389NPP+Hl5dXYoQkhhBBCCFH3Od7jx4+v80FbtGjBQw89ZFVAQghxKSxF1CyVyx9//HG2b98uSbcQQgghhGgy6tzjfeutt17SgefPn3/JwQghxKXIzs7mnnvuYffu3ajVat5//32ee+65SyoGKYQQQgghxJVW58RbCCGaEimiJoQQQgghmgtJvIUQzc7mzZuZMGECxcXFUkRNCNHsnF9g7GpyNf9tQghxOeo8x1sIIRqb2Wzmvffe46677qK4uJibb76ZvXv3StIthBBCCCGaNEm8hRDNQnl5ORMnTlQqlz/xxBNSRE0IIYQQQjQLMtRcCNHkZWdnM3r0aP7++2/UajWLFi1i8uTJUkRNCCGEEEI0C5J4CyGatGPHjnHXXXeRnJyMu7s7a9asYciQIY0dlhBCCCGEEHUmibcQF6DVaklOTqawsBB3d3cCAgLw8PBo7LCuGatWreKxxx6jtLQUf39/fvrpJ2644YbGDksIIYQQQohLIom3ELVITEzko48+IiEhQdkWGhrK5MmTCQ4ObsTIrn5ms5np06fz7rvvAuDl5UV4eDirVq2iZcuW8v4LIcRV4vwq6Oav37uk/UII0VxIcTUhaqDVaqsl3QDx8fEsXrwYrVbbOIFdA8rLy7n//vuVpLtdu3b07t0bOzs7ef+FEEIIIUSzJIm3EDVITk6ulnRbxMfHk5yc3LABXUNGjBjBypUrUalUdO7cmS5duqBW/9+pSt5/IYQQQgjR3MhQcyFqUFhYeFn7hfX27t2Li4sLnTt3plWrVjU+Rt5/IYQQQgjRnEiPtxA1cHNzu6z9wnrBwcGsWLGi1qQb5P0XQgghhBDNiyTeQtQgMDCQ0NDQGveFhoYSGBjYsAFdQ3bu3Mktt9wi778QQgghhLhqyFBzIWrg4eHB5MmTWbx4MfHx8cp2S1VzWVLsyvH09MTNzU3efyFEs3Z+NW5RN/K+CSGuVpJ4C1GL4OBgZsyYoazj7ebmRmBgoCR9DUTefyGEEEIIcbWQxFuIC/Dw8KB79+6NHcY1S95/IYQQQghxNZA53kIIIYQQQgghxBUkibcQQgghhBBCCHEFSeIthBBCCCGEEEJcQc1ujvcvv/xCQkICwcHB3Hzzzbi4uDR2SEIIIYS4ikml7avL+f8/zV+/10iRCCGuJc0q8Z45cyY+Pj4899xzjR2KEEIIIYQQQghRJ81mqPn3339PcnIykyZNauxQhBBCCCGEEEKIOmsWiXdFRQXTpk3D39+fRx99lLvvvptTp07V+vjy8nIKCwur/AghmhZpp0I0fdJOhRBCiPrRLBLvP/74g/Lych599FG+/PJL/Pz8GDx4MOXl5TU+fu7cubi7uys//v7+DRyxEOJipJ0K0fRJOxVCCCHqh8psNpsbOwiAN954g+jo6Br3DRgwgFWrVnHgwAEAUlNTadeuHdu3b2fw4MHVHl9eXl4lKS8sLMTf35+CggLc3NyuzB8ghLgk0k6FaPqknZ4jxdWajvoohCbF1YQQjaHJFFebPXt2rfvmz5+P0WhUfvf398fDw4Pc3NwaH29vb4+9vX29xyiEqD/SToVo+uqrndaUuDblZEcS7ebrSv2/a26fYSFE09Mshpp37dqV+Ph4KnfO29raEh4e3ohRCSGEEEIIIYQQF9csEu/bb7+dwMBAtm3bBkBcXBwdO3ake/fujRuYEEIIIYQQQghxEU1mqPmF2NjYsGHDBqZPn86pU6dITExk1apVjR2WEEIIIYQQQghxUc0i8QYIDg5mzZo1jR2GEEIIIYQQQghxSZpN4n05LHPDZf1RIRqOq6srKpWqzo+XdipEw7Omndq4ehGfkYNLYbmyTdkPWH692JIpJ05nAaBSgSWCyrHUNazzH3ax1628lovZbFZiNv//301NYq0XUZsjiWdr/H9u+X9pjYPxZ1CpQK1SoeL/fyYr/bs2x1Myz/3j/z/o/z7HVT+X57exmo7Z0tkOG3XNL3ap7VQI0TQ1meXErqS0tDRZe1SIBnapyw1JOxWi4VnTTvt/HHUFIxLi2lR87Ddyt3xQ475rbfk+Ia5W10TibTKZyMjIuOw7hpb1S1NTU5vVCVDiblgS9zmX2t6knUrcDUniPkfa6aWRuBuWxH2O9HgLcXW4Joaaq9Vq2rZtW2/Hc3Nza1ZfABYSd8OSuC+NtNNzJO6GJXFfGmmn50jcDUviFkJcDZrFcmJCCCGEEEIIIURzJYm3EEIIIYQQQghxBUnifQns7e2ZMWMG9vb2jR3KJZG4G5bE3bia698hcTcsibtxNde/Q+JuWBK3EOJqck0UVxNCCCGEEEIIIRqL9HgLIYQQQgghhBBXkCTeQgghhBBCCCHEFSSJtxBCCCGEEEIIcQVJ4i2EEEIIIYQQQlxB10TibTabKSwsROrICdF0STsVoumTdipE0yftVIim6ZpIvIuKinB3d6eoqKixQxFC1ELaqRBNn7RTIZo+aadCNE3XROIthBBCCCGEEEI0Fkm8hRBCCCGEEEKIK0gSbyGEEEIIIYQQ4gqSxFsIIYQQQgghhLiCbBs7AGv8+++//Pfff4SEhNC/f39atmzZ2CEJIYQQQgghhBA1anaJ9xdffEFiYiLvvPNOY4cihBBCCCGEEEJcVLNKvP/66y9Wr17Njh07Lvi48vJyysvLld8LCwuvdGhCiEsk7VSIpk/aqRBNn7RTIZqHZjXH+8UXX6Rjx448++yzDBs2jP/++6/Gx82dOxd3d3flx9/fv4EjFUJcjLRTIZo+aadCNH3SToVoHlRms9nc2EHUxalTp+jYsSOHDh2ie/fuLFiwgFmzZhEfH4+3t3eVx9Z058/f35+CggLc3NwaOnQhRA2knQrR9Ek7FaLpk3YqRPPQbHq8o6Oj8fT0pHv37gBMnjwZk8nE+vXrqz3W3t4eNze3Kj9CiKZF2qkQTZ+0UyGaPmmnQjQPzSbxNhgMGAwG5XcHBwfCwsLIzc1txKiEEEIIIYQQQogLazaJd9euXSkoKCAnJ0fZZmtrS3h4eCNGJYQQQgghhBBCXFizSbw7duzI0KFD+fHHHwHQarWUlZVxxx13NHJkQgghhBBCCCFE7ZrVcmLffvstzz33HDqdjtOnT7N69Wo0Gk1jhyWEEEIIIYQQQtSqWSXeLVu2ZOXKlY0dhhBCCCGEEEIIUWfNZqi5EEIIIYQQQgjRHEniLYQQQgghhBBCXEGSeAshhBBCCCGEEFdQs5rjLURTo9VqSU5OprCwEHd3dwICAvDw8GjssIS4ouRzL4RoDuRcJYRoSiTxFsJKiYmJfPTRRyQkJCjbQkNDmTx5MsHBwY0YmRBXjnzuhRDNgZyrxNVI9fDUGrebv36vgSMR1pCh5kJYQavVVvtCB4iPj2fx4sVotdrGCUyIK0g+90KI5kDOVUKIpkgSbyGskJycXO0L3SI+Pp7k5OSGDUiIBiCfeyFEcyDnKiFEUySJtxBWKCwsvKz9QjRH8rkXQjQHcq4SQjRFkngLYQU3N7fL2i9EcySfeyFEcyDnKiFEU2R1cbVnn32Wjz/+uMZ9//zzD2azmf79+1sdmBBNWWBgIKGhocTHx1fbFxoaSmBgYMMHJcQVJp97IURzIOcq0ZxIwbRrh9U93sePH69134033sjChQutPbQQTZ6HhweTJ08mNDS0ynZLxVRZrkRcjeRzL4RoDuRcJYRoii6px3vGjBn8/fffmM1mjhw5wqBBg2p83JkzZygoKKiXAIVoqoKDg5kxY4ayRqibmxuBgYHyhS6uavK5F0I0B3KuEkI0NZeUeL/99tvs2LGD+++/n7KyMpKSkqo9RqVS4eXlJT3e4prg4eFB9+7dGzsMIRqUfO6FEM2BnKuEEE3JJc/xHjx4MH///Tcvv/wy69evvwIhCSGEEEIIIYQQVw+riqu1b9+epUuX1ncsQlxVtFqtMsTN3d2dgIAAGeImRB1I2xHi2ibnACHE1cjqqubJyckkJyejUqno27cvBoOBl156iV27dnHzzTczf/587O3t6zNWIZqNxMREPvroIxISEpRtlqIuwcHBjRiZEE2btB0hrm1yDhBCXK2srmrev39/XnvtNSoqKgB45ZVX+Pjjj+nUqRNpaWlMmzat3oIUojnRarXVLhoA4uPjWbx4MVqttnECE6KJk7YjxLVNzgFCiKuZ1Ym3l5cX27Zt46abbiItLY2PP/6YJ554glWrVrF27VqOHDlSj2EK0XwkJydXu2iwiI+PJzk5uWEDEqKZkLYjxLVNzgFCiKuZ1Yl3586dcXBwAGD+/Pk4Ojoye/ZsZX9eXt7lRydEM1RYWHhZ+4W4VknbEeLaJucAIcTVzOo53k5OTvz666/k5uayfPlyZsyYgZeXFwA7duzgxIkT9RakEM2Jo6MjhYWF6PV6NBoNjo6OaDQaZb+bm1sjRidE03WxttGU244UgxLi8jXUOUDaqxCiMVideH/88cc89NBDHD58mNGjR/PKK68AMHPmTJYuXYqzs3O9BSlEU1P5S9vDw4OWLVuSlZXF2bNngXNTMf777z9MJhPOzs4EBQXh5OREaGgogYGBjRu8EE1UYGAgoaGhxMfHV9vX0G3nUi7ML1YMSi7yhaibyzkH1LWd1UfxNmnTQghrqMxms7mxg7jSLCfGgoKCJt1jIpqHyl/aGo2GYcOGsWHDBkpLS0lOTsZgMDB9+nR27drFX3/9pSTfd9xxB1OmTJGqrLWQdirgXPtavHhxlQvvhq5ofCkX5lqtlpkzZ9Y4LzU0NJRnnnmGjz/++Kqp0CztVFxp1pwD6tpmL9ZeZ8yYcdEEujlUXZd22ryoHp5a43bz1+9d1mNF02N1j7fFb7/9Rnp6Og899BDHjx+nuLiYG264oT5iE6LJOb/ias+ePVm9ejXR0dG0adOG4uJiVCoVc+fO5ZFHHmHUqFGcOXMGBwcH+vfv32S+lIVoqoKDg5kxY4bSm+Tm5kZgYGCD9SZdrKry+RfmFyoGdeLECf799986H0sIcenngEtps3Up3ta9e/daY7vU84MQQlRmdXG1M2fO0KdPH4YMGcLbb78NQKdOnfjpp5+49957KS8vr7cgz1dRUUG3bt3YtWvXFXsNIWpy/pe2p6cn0dHRwLnPpdFoBKC8vJxly5aRn5/P77//zpYtW8jPz2+UmIVobjw8POjevTsDBw6ke/fuDXohe6lVlS9U7Emn05Gbm1vnYwkhzrmUc8CltNnLLd4mVdeFEJfD6sT76aefJi0tjRdffLHKCXHWrFls3ryZl156qT7iq9H8+fPl5CYaxflfymVlZcq/1Wo158/cqLxfhnsJ0fRd6oX5hdq1Xq9XVv+w5rWEEBd3KW32cou3SdV1IcTlsDrx3rdvHwcOHGDBggW4u7sr2+3t7fHw8GDVqlX1EuD5/vnnH/z8/GjRosUVOb4QF3L+l3Lli2q9Xo+Li0uN+6WomhDNw6VemFuKQdWkU6dOF1xaU27GCXH5LqXNXqi91uV7ujmvvCCEaHyXtY63r68vACqVStmenp5OWloaer3+8qM7T3FxMWvXruWRRx654OPKy8spLCys8iOEtbRaLUeOHOGvv/5Cr9czYsQIZXmwvLw8IiIigHOJd0hIiFLRPyIigry8PKXoisz7qkraqaiscjuLiopCq9U2ShyXemHu4eHB5MmTqz0nNDSUqVOn1vp3NJebcdJOhUVTaaPnu5Q2e6H2Wpfv6ctN3K8UaadCNA9WF1fz9/fn33//pV+/fsq20tJSHnvsMVQqFbfffnu9BFjZu+++y6uvvnrRx82dO1eZdy7E5aipeqmfnx9jx47lhx9+4ODBg4wfP54NGzag0+lwcnKiffv2tG3blokTJ+Lk5CTLjNRC2qmwaEpVgi0X5rVVVa6pLV+oGNSkSZMu6VhNjbRTAU2rjZ7vUtvs5RRwtOb80BCknQrRPFi9nNjZs2e55ZZb6N69O3v27GHw4MHs2LGDlJQU2rRpwz///ENAQEC9Bbp161aMRiN33nkncO6u49dff83NN99c7bHl5eVVirsVFhbi7+8vyyqIS3KhZUcCAwN54oknyM/Px93dnVatWpGVldUoVZibK2mnAupneZ8rFVd9VVavz2M1NGmnoqm20fM1ZDtram1a2mnzJsuJXTus7vH29fXlv//+48MPPyQ1NZU//viDli1bMnbsWF566SW8vb3rM04WLlzIgQMHlN8LCwu58847eeONN6r1gtvb22Nvb1+vry+uPReqXpqcnIzRaGTgwIHKtjZt2jRUaFcFaacCLn95nyvFUlW5qR2roUk7FU21jZ6vIdtZU2vT0k6FaB6sTrx/++03XFxcmDFjBjNmzKjPmGr03XffVakQ3b9/f9577z2GDh16xV9bXJukeqkQV560MyGaNmmjQghRP6xOvCMjI+nfvz+bN2+uz3hqZSnkZmFra4uvr2+TGN4krk5SvVSIK0/amRBNm7RRIYSoH1ZXNR8wYACTJ0+udf/8+fOtPbQQTUJ9VC9tqlVghWgqGrJKsLRHIS5dU63kbS05DwghGovVPd5z585l+fLleHh40Lp1a2W72WzmxIkTzJ49m5dffrlegqxJcnLyFTu2EHD51UubchVYIZqKhqoSLO1RCOs01Ure1pDzgBCiMVld1bx169ZkZWVd8DFGo9GqoOpbYWEh7u7uUt1RWOVi1Usr73d3d1eq+TeHKrBNibTTa1tN7Qyo1rasaTfNpSpzcyDt9NrVWFXDL6ftn3/Ma+U8IO20eZGq5tcOq3u8x40bx4kTJ+jduzc2NjZV9p09e5bPP//8soMToim4UPXS2u6eR0ZGNosqsEI0Fee3s/rsmWouVZmFaMoaqpL3leqVlvOAEKKxWZ1433///dja2tZ6ksrMzLT20EI0C1qtttrFAZz7Ao+Ojkav16PRaGp8rlSBFaJ2F2pbixcvvuSeKanKLETzUN9tvzI5D4iGIr3SojZWF1d74403WLp0aa37161bZ+2hhWgWLnT33GQyodPpan2uDP0SonZ16Zm6FFKVWYjmob7bfmVyHhBCNDarE+/Dhw/j5+dX6/7c3FxrDy1Es3Chu+N5eXm1DolrjlVghWhI9d0zdbVVZRbianUle6XlPCCEaGxWJ96ffPIJbdq0qXX/gAEDrD20EM3Che6OHzx4kKeffrral3xzrAIrREOr754pS1VmaY9CNG1XsldazgNCiMZm9RzvLVu2EB0dzdq1a6sk4GazmVOnTnHy5Ml6CVCIpspy97zy8ioWAQEBhIWFMWPGjAarAivE1eJCbcvanqng4GBpj0I0cVei7Vcm5wEhRGOyOvFOSkpi3759te5XqVTWHlqIZqGua5teS1VSy8vL+fbbb3nssccaOxTRjF2pdYMbqiqzEMI6DbFmuJwHhBCNxerE+7777uPZZ59l5MiRqNVVR6xnZmbSo0ePyw5OiKZO7p6fU1xczPLly3n//ffJyMiQxFtcNmlbQlybpO0LIa5WVifekZGRlJSUVEu6AXx8fJgxY8ZlBSZEc3Et3z3Py8tj8eLFfPTRR+Tl5QFcsPaDEJfiWm5bQlzLpO0LIa5GVhdXc3Nzo3Xr1jXuM5vNzJ071+qghBBNW3p6Oi+99BLt2rVj5syZ5OXlERoaymeffUZiYmJjhyeEEEIIIUSTYnWPd21SUlKYMmUKp0+fru9DCyEaWXx8PO+++y4rVqygoqICgG7dujF9+nQiIyOxsbFp5AiFEEIIIYRoeuot8d67dy8ffvgha9euRa/XS3E1cdXQarXKXDN3d3cCAgKuublmUVFRzJs3jx9++AGTyQScWzJw+vTpDB06VNq7qJW0HyGaP2nHjePYsWN06dKlscMQQtSTy0q8jUYjP/74Ix9++CH79u3DbDbj6+vL4MGDWbVqVX3FKESjSUxM5KOPPiIhIUHZZqmuGhwc3IiRNYy///6buXPnsmXLFmXb8OHDmT59Ov3792/EyERzcK23HyGuBtKOG5Zer2fdunUsWbKE3bt3YzabGzsk0UhUD09t7BBEPbNqjndubi5z5swhICCA++67j7179+Lk5MSSJUtITk7m66+/ZsSIEfUdqxANSqvVVrvYgHPDrRcvXoxWq22cwK4ws9nM1q1bGTBgAAMGDGDLli2o1WrGjRvH4cOH+eWXXyTpFhd1rbYfIa4m0o4bTkZGBjNnzqRdu3aMHz+e3bt3y/QtIa4yl5R4R0dH8/jjj9OuXTveeOMNsrKyiIyMZNeuXfTq1YtJkyZhZ2cHwE8//XRFAhaioSQnJ1e72LCIj48nOTm5YQO6woxGI2vWrKFHjx4MHz6cv//+Gzs7Ox5//HFOnjzJ6tWrpcqsqLNrrf0IcTWSdnxlmc1m/vzzT8aOHUtAQABvv/02Z8+exdfXl7feeouUlJTGDlEIUY/qPNR8xIgRynBTX19fpk2bxpNPPllrZXMhmrvCwsLL2t9clJeX8+233zJ//nzi4uIAcHZ25qmnnuLFF1+U5cGEVa6V9iPE1Uza8ZVRXFzMt99+y5IlS4iJiVG29+/fn2eeeYbRo0crHVlCiKtHnRPvFStWsHTpUj755BOGDh3K2LFjJekWVzU3N7fL2t/UFRcX8+mnn7Jw4UIyMjIA8PT0ZPLkyUyePBkvL69GjlA0Z1d7+xHiWiDtuH7FxsaydOlSvvnmG+WmhZOTE/fddx/PPPMM3bp1a+QIhRBXUp2Hmrdo0YLXX3+d5ORkbrrpJh544AFuv/12Nm/efCXjE6LRBAYGEhoaWuO+0NBQAgMDGzagepKXl8fbb79NQEAAL730EhkZGbRp04aFCxeSkpLCzJkzJekWl+1qbT9CXEukHV8+g8HAzz//zG233UZ4eDiLFy+msLCQ9u3b88EHH5Cens6nn34qSbcQ14BLLq5ma2vLAw88wMGDB3nttdf49NNPCQsLIzU1laKiIuVxCxcurNdAhWhoHh4eTJ48udpFh6Waa3NbSiUjI4OpU6fSrl07Zs6cSV5eHiEhIXz22WckJiby4osv4uLi0thhiqvE1dZ+hLgWSTu2XlZWFnPmzCE4OJjRo0ezc+dO1Go1d911F9u3b+fEiRM8//zz8h4KcQ1RmethnYK4uDgWLVrExo0bmThxInfffTfDhw/nzJkz9RHjZbOsO1lQUCDDosQlq7x+qZubG4GBgc3qizI+Pp4FCxbw9ddfU1FRAUDXrl157bXXiIyMbDJVU6WdXp2ae/sRVUk7vTZJO64bs9nMnj17WLJkCT/++KPynduyZUsee+wxnnrqKQICAq54HNJOG1dty4CZv37vkh5/KWo7tmhaLmsdb4uwsDCWLl3KO++8w+LFixk0aJAU3Ghklb8k3d3dCQgIkC/J89T1PfLw8GiW1byjoqKYN28eP/zwAyaTCThXuGX69OkMGzYMlUrVyBGKa0FDt5+GOPfJ+VVcay7WjmtrE9dKWyktLWX16tUsWbKEQ4cOKdtvuOEGnn76acaNG4eDg0MjRiiEaArqJfG2aNGiBW+99RYPPvggXbt2rc9Di0uQmJhYbd1Ny7Cw4ODgRoys6ajLe9RcLxj++ecf5s6dyy+//KJsGzZsGK+99pqsvy3qRVNtGw1x7pPzq2ju6rv91tYmHnroIb777jtOnjxZZfvV1FYSEhL45JNP+PLLL8nPzwfA3t6eCRMm8Mwzz3D99dc3coRCiKakXoaa1+THH39kzJgx9XrMdevW8dJLL1FYWMj999/PwoULsbW9+L2Da2nIjVarZebMmTWuuxkaGsqMGTOaxAVyY6rLe5SXl9esLq7NZjPbt29nzpw57N69GwC1Ws2YMWN49dVXm0WP/bXUTpuzppp4NsS572o4vxoMBnbv3s26detYvHjxJT9f2mnzVt/tt7Y2odfrsbW1pW/fvuzZs6fKvubSVmpjMpnYtm0bS5YsYevWrVguo4OCgpg0aRKPPvpooxcolXbauOpj6PilkqHmzcMlF1erq/pOuk+fPs369ev56aef+PDDD/niiy/44IMP6vU1rgbJyck1XhTCubm+ycnJDRtQE6PVaomKimLfvn0UFhai1+ur7I+PjycuLq7ahYll3+LFi9FqtQ0Y8YUZjUZ++OEHevbsybBhw9i9ezcajYbHH3+ckydPsnr16maRdIvmQavVNljb0Gq1HDlyhL/++ouoqKiLHrshzn3N9fxaXl7Oli1beOyxx2jdujWDBg3i448/buywRAOrj/Z7fruMi4ursU3odDr279+Pp6dntX1Nua1cSF5eHu+99x5hYWHccccdbNmyBbPZzNChQ9m8eTNxcXFMmzat0ZNuIUTTVa9Dza+klJQUvvzyS2xtbenZsyfHjh3jjz/+YOrUhr+r1JRdbG79tTz3PjExkffff5+AgABiY2NRqVS4ubkRHByMk5OT8rjMzMyLXlw3djJbUVHBt99+y7vvvktcXBwAzs7OPPnkk7z44ov4+fk1anzi6lSXxNOaeaDns6ZXriHOfc3p/FpSUsL27dtZu3YtmzdvrhKbl5cXI0eObMToRGOo3H41Gg09e/bE09OTsrIyHBwcSE1NvWAvdE3t8s4776S0tLTKdyig3NQuKyur8VhNqa1czMGDB1myZAmrVq1S/h4PDw8effRRJk2aVOtya0IIcb5mk3gPGDCgyu9t2rSp9cRdXl5OeXm58ntzOsFfrosNKbpWhxxptVrmz5/Pjh07mDhxIiUlJcC5u/Imk4nw8HA0Gg3ARQugNObnqbi4mM8++4yFCxeSnp4OnKut8NxzzzF58uRmdaf9Wm6nzdXlJJ51TaYv1itX2xDVhjj3NfXza0FBAZs3b2bt2rVs27YNnU6n7GvdujWjRo3innvuYeDAgXWapgXSTq8mlv93Go2GYcOGsXr1aqKjo5X9w4cP580336zx5lZt7dJkMpGUlET79u2V71DLa0Dt36eN3VYupry8nB9//JElS5ZUGSrfvXt3nn32WSZMmFDtZkNjknYqRPNgdeL92Wef8fjjj9dnLJdk//79vPzyyzXumzt3Lm+//XYDR9Q0BAYGEhoaSnx8fLV9oaGhBAYGNnxQV8ilFIiJi4tjx44dlJSUkJycTNeuXTl69ChGo5Hs7GzatWuHh4cHoaGh+Pj4AOfu2Ot0OvR6PRqNBkdHRzQaTaNcMOTl5fHxxx/z4YcfkpeXB5y7+fTSSy/xxBNPNMv1t6/ldtpctWjRguHDhys9ZHl5eRw8eFDp3XJzc6uxXQJ1Tqat7VVviHNfUzy/Zmdns2HDBtatW8dvv/1WZfpMUFAQo0ePZvTo0fTp0we1+tJnl0k7bR4s7S43NxdbW1ucnJywt7dXvtvg/5Ldnj17Vku64dzNsdpubtXWLvPy8ggKCkKn01VJvB0dHenVq5fyfVVZU74WOX36NMuWLePzzz8nOzsbOHcTYcyYMTzzzDP07du3Sa4IIu1UiObB6sT7qaeeQqvVMnny5AZfIiEuLg4fH59aK6dPnz6dF198Ufm9sLAQf3//hgqvUXl4eDB58mQWL15c5eLQ0okYptoAAMcFSURBVLPUXIuZnO9Sh6JmZmYqvdy//vorzz77LHZ2dhw9ehSVSkV5ebnyfE9PT/z8/JRE3cLZ2ZnBgwc36AVDRkYG77//PsuXL6e4uBiAkJAQXnnlFR588EHs7e0bLJb6di230+YoMTGR5cuXs2XLFqVdREREMH78eLZu3UpAQAAuLi7VCi2FhoYSGRlZ52T6/J6a82+A5ebm1nichjj3NZXza1paGuvXr2ft2rX89ddfynKBAOHh4dxzzz3cc889dOvW7bKTBGmnTZ/l+/DYsWMkJSVRUlKitM1vv/2WSZMmERwcrNw48vT0rJZ0Ozs74+joWOvNrdp6UPfs2cPo0aP577//SE1NVW5Qh4eH8/DDD/Pdd99VeXxTvBYxm8389ttvLFmyhE2bNintqW3btjz55JM8/vjjyg35pkraaeNojCJqonmzOvH29vbGwcGBBx54AD8/Px577DEiIiLqM7YaGQwGPv30U+bOnVvrY+zt7Zt1QnK5goODmTFjhtLr5ObmRmBgYJP6orsc1gxFtdwcUqvVuLu7s2jRIm6++WZuv/129Ho9vXr1IiIiguDgYLRaLTfddBPJycn4+/sTGBhIRUUFrVq1okOHDg3yNyYkJDB//ny+/vprKioqAOjWrRuvvvoqkZGRdR4m2pRd6+20ObG0uZSUFIKCgpSL++joaFavXs24ceMYOHAgy5Ytq7FdRkdHK4lzTSwX9VqtFrPZzKBBg3BwcODs2bOsWbNGWaYHID09ncTExBpvsDXEua+xzq8JCQmsW7eOtWvXsnfv3ir7evTowejRo7nnnnvo2LFjvb6utNOmzdI2Y2NjlXYJKG1z0KBBVb4XJ0+ezK+//lrlGC1atGDcuHH4+vpSVlZGbm4uWq22yme6ppFepaWlJCUlERUVxeLFi8nIyECtVhMREUHnzp3x8PAgICCgyV6LFBQU8M0337B06dIqS54NGjSIZ555hrvuuqvZfNdKOxWiebD6jLJt2za6devG5MmTSUpK4vPPP+fUqVOMGDGCsWPHXrFe8AULFjBt2jTs7OyuyPGvFh4eHo1eAOxKsWYoqo+PDxEREaSnp5Oenk5RURE//fQTAF27dkWlUvHnn38qF9Tr16/nySefZNWqVaxcuRK1Wo1er8ff3585c+bQq1evK/K3HT16lHnz5rFmzRrlrnv//v2ZPn06w4YNa5JD3MTVr3Kbc3Jyon379kovtMFg4LrrrqO8vLzKxWtlJpOp2lDUytzd3ZVeu9jYWE6dOkVxcTEhISE8+OCDLFu2jPLyciIiIkhNTb3gXO+GOPc1xGuYzWZiYmJYt24d69atIyoqStmnUqno27cv99xzD6NHj26yw3bFlWdpmzqdrsoILTiXfEdGRrJnzx7lezE4OJgePXrQsWNH9Ho9zs7OREZG8sMPPyi94B07dqRHjx5VRpCdP81Cr9dX6V2Pjo5W5kLHxsbSuXNnoGleixw7dowlS5bw3XffKe+Zq6srDz74IM888wzh4eGNHKEQ4mpldeLdrVs35d9BQUG88847HDp0iHvvvZcpU6Zw//338+GHH9ZLkBazZ8/mhhtuoLS0lMTERHbt2sXAgQOlouQ1xpoCT/7+/jz++OOsW7eODRs2KNu7du3KmDFjlLWvU1JS0Ov1jBo1ioSEBLp37467uzvbt2+nvLyc/Px8li5dyqJFi+r1rv2///7LnDlz+OWXX5Rtw4YNY/r06dUKCwrR0M5vUxqNpkoSrdPpqhTysjzGUjXZ4f+xd97hUZXb276nZWbSe0Io6QkhjQ7SRKRKD92jB/QIKM0KB49iFwQFFAUVRaUIiBBIUGkiikoVSKOE9N57ZpLp3x98s38JTQhgwX1fl5c6e2bPO5O9Zr/rfdd6HpWKqVOnUlRU1KwnHC6Vnnp4eLBs2TIyMjJQKBT4+/uTlpbG6dOnMRqNDBkyhMzMTKGs3WAw/CXcBW43FouFU6dOCTvbFy9eFI7JZDL69+/PuHHjGDNmDK1atfoTRyryV8Eam5dbY1qxqnA3jeHg4GA6d+5Meno6vXv3prCwkAEDBtCnTx9sbW3R6XQkJCQ0W+C6vM3Cmug3bTex8ldx/2iKwWAgNjaW1atXC/d7gA4dOjBnzhweeughHBwc/sQRioiI/BNoceI9b948Vq1ahdFo5Ouvv2bNmjUcOXIEpVLJhAkTmDJlyu0cJ6+//jovvfRSs8fat2/Po48+elvfR+SvT0uUhZ2dnenRowe2trZER0ej1+uxsbGhsLCQH374QUgkNBoNn332GcePHxcmvVFRUTz++OPCrltmZuZtmVRYLBb27dvHkiVLOHz4MHCpFH7ChAksXLjwLzVpEflnc7Mxd7lqslQqJSgoCCcnJ0aPHi0kz9Z+z9LS0mZVLLa2tvj6+uLk5IRWq2XYsGGcP39eeB3cPaq9JpOJI0eOCDvbubm5wjEbGxsGDx5MTEwMo0aN+lu5Foj8MVhj71rVJNbqw6Yxak2iP/zwQ6Kionj55ZdJSkpCJpMJ90hrMt30Xte0zSI7O5uioiIqKyubxaWVv0p8FhYWsnbtWtauXUtRURFwaRFr7NixzJ49m3vvvVesJBMREfnDaHHi/fHHH1NRUcHBgwcpKysjMDCQZcuW8cgjj+Dq6no7xwjAokWLWLRo0W0/r8gfj1V9ta6uDhcXF2G37PeUya34+fnh5+dHUlLSFYrj11NL9ff3p7y8nOXLl1/xOrik9PrZZ5+Rn5/f7EaclJQEwJAhQzh48CBqtfqWJhUmk4nY2FiWLFnCmTNngEuTpqlTp7JgwQKCg4NbfG4RkatxMw4AV+NGYk6r1TJhwgQqKioICAjgiy++4Ny5c8AlhWM7OzuMRiPHjx/n+eefR6FQCP2e1oWnpkilUkpLS4FLlShNLX3gr29HdD0MBgOHDh0iNjaWXbt2UVJSIhyzs7PjgQceYNy4cQwbNuxv/TlFbh/V1dWkpaVRUlKCWq3Gy8uLNm3aCCXg58+fx87Orlm5eUREBJWVlUKMNv0dcHZ2Zs6cObz44otkZGRgb2+PTCZDIpE06w+//F7XtHR83bp11xzvn3ndWiwWDh8+zOrVq9m5cydGoxEAb29vZsyYwYwZM2jduvWfNj4REZF/Li1OvA0GA9u3b2f48OEUFxczbdo0HnnkkWuuuoqIAJw/f57ly5eTnp7OhAkT2LFjB9nZ2fj7+2Nra3tdZXK4NPk4d+4cDzzwACUlJSQlJVFTU4NarWbw4MG/q5batMTuctq2bcvPP/+MQqHAwcEBmUyGyWQCLiXf48aNIzMzs8WWYnq9no0bN7J06VLS0tKASzt7M2fO5JlnnqFNmzY3dJ5bTaJE/lncrAPA1aiqqqJXr16cO3eOCxcuAP+n8j937lyqqqp47733SE5OpqCggAULFpCWliaUQzs7O6PRaNDpdNTU1NDQ0EBwcPAVNkdNsSbrGo3mCs2Qv7Id0bVoaGjgwIED7Nixg/j4eKqrq4Vjzs7OjBw5knHjxjF48GDUavWfN1CRvxyZmZksW7asmdNGREQE06dPp2fPnkIJ+OV915MnT+bixYvMmzePysrKK34HJkyYINzTLBYLJpMJi8WCTCYjPz+fsLAwKisrOXjwoJDoW2P2r2itV19fz6ZNm1i9enUz1fY+ffowe/ZsYmJiRH0gERGRP5UWJ96urq6cPHkSf39/AOLi4pg4cSL9+vVj5syZ2Nra3rZBitwdpKenM3/+fE6ePMmoUaP44osvOHv2LLa2tmRlZRESEnJdZfLMzExWrFjBd999J/R9zp49G1dXV+rq6pBKpUK1xbWS0+vZAXl6egoLRw4ODnh5eVFbW4vFYkEikaBQKITFAeuk4kaSYI1GwyeffMLy5cvJz88HLqnIzp07l3nz5t1U+ejtSKJE/jkUFhayePFizp0712yX+vz58yxevJiZM2diY2Nz3cWb6upq3nvvPXJzcxkwYADjx48XfLxlMhkqlUroz3ZycmLixIlUVFRw8eJFoXQ1Pz8fd3d3srKyMJvNnDhxgsLCQnr06IG/v/9VJ/HWXm+1Wt3MC/ivaEd0Lerq6vjuu+/YsWNHMxs2uOQMMmbMGGJiYrjvvvvEhOAfyu/dQ6qrq1mxYsUV9pYpKSl88skn1NbWMnHiRKEE/HIf7+HDh1NQUMDp06cJDQ3Fw8ND0FmoqKigvr4elUpFWVkZJpMJqVSKr68vJSUlJCcns3XrViorK4VE3xqzfxVrPbgk5rZmzRrWr18v7NDb2try0EMPMXv27Gtaz4qIiIj80bQ48f7ss8+EpBtg9OjRdO3alWnTprF48WLmzp17RU+2yD+X6upqjhw5wsmTJ4FLq+UbNmwALlmSSKVSQfX4asIsVsuU5ORkIen28/OjvLwcuVxOYGAgmZmZ/PLLL7i6upKcnMy+ffuEvrOmyem17ICys7OF91MoFAQEBDSzZ2m6I+/s7Czs3jdNasLCwoT3qaysZPXq1bz33nuC93CrVq149tlnmTFjxk0LubTERk3kn4s1Hnbv3i08ZmdnR9u2bcnPz+fMmTN0796dsrIy2rZti6enJ61atRIm/tXV1eTk5KDVagkICKBt27bY2tpSWVnZTCAtNDRUuCa7dOnCtm3bGDBgABKJBJlMhlarRa/XC5Z8JSUl6HS6ZknDtSbxUVFRzJw5E51OR9++ff9ydkRXo7Kykvj4eGJjY9m/fz86nU441rZtW2JiYoiJiaF3797IZLI/caQifzY3spCanZ1NcnIyGo0GpVLJkCFDCAwMpHXr1tjY2CCVSklKSiIoKEhYILYm8JWVlSxbtowzZ84IlSpNxdBUKhV6vR5XV1c0Gg11dXV4eHhQXFyMRqPBzs5OGNflib6zs/Ofal1qNBrZvXs3q1ev5uDBg8LjwcHBzJ49m6lTp/6lfydERET+mbQ48bbuDJpMJnbv3s26devYt28fEomEkSNH0rNnz9s2SJE/hjtZwmxdibdi9aaGS9eQyWRqJs5yeV+Z1TJFIpHw+OOPs3PnTjZs2IBSqeSZZ55h586dlJSU4OjoSEFBAf7+/s0UkC9PTq9mcXL5rltT26SAgAD69OnDlClTcHZ2brZ7b8XOzg6DwcBbb72FUqnkiy++oL6+HoDAwEAWLFjA1KlTW+y12RIbNZF/Dk3jV61Wc/r06WZJH1wqxbxw4QIuLi4olUpatWrFV199RUpKCnZ2doSEhBAWFsbUqVPZunUrgYGB7N27l2+++eaqwksGg6GZx7arqyspKSkEBAQQFRVFamoqOp0Oi8VCbW0t3t7eREVFkZ2dLVgdNbU5+rMm8bdKUVERu3btIjY2lkOHDgktKnApEbDafnXt2lUUchIB/m8hNTc3l549e+Lq6ipUknz//fdCcltbW4vBYECpVPL444/z7bff0rp1a1asWEFiYiJeXl74+/vj5ubGqFGjhLgcOXIkp0+fpqCgoNm9tWn/dmVlJZGRkRw8eBAPDw9atWqFUqmkqqqKLl26kJCQ0MzH+vKYhT/eLqy0tJRPPvmEjz/+mLy8PABh3jlnzhzuv/9+pFLpHzYeERERkZuhxYn3pEmTGDlyJAcPHqS0tJSAgABee+01Hn30UTw9PW/nGEX+AO50CXNtbW2zPs3LyyotFkszfYDLez6tiXifPn3YuXOnIHg2cuRI4uLiyMzMxMvLC1tbW9RqNaWlpezZs4fu3bvz66+/olAocHd3JzExEYlEcs2FhQcffJA1a9aQmZkplOU23cWGK3fvrdTU1HDy5EkOHTqExWIBLu3YPf/884wfP77ZBKYltMRGTeSfweXxW1tbi1wu59lnn0WpVAoJuMlkor6+Hk9PT4YMGcLGjRuFXkiNRkNDQwPnz59nyZIlPPbYYyQmJtKrVy9UKhW7d+9Gq9WSnJwMwIABAzh27Biurq5C4mBra8uTTz5JXl4e48ePJz4+nt9++w1PT0/s7e2Jjo5mypQp7Nu3D6VSSWNjY7Pr9q/o+XstsrOz2blzJzt27ODIkSNCzMOluB83bhxjx44lIiJCTLZFriA7O5vc3Nxm6v9WIiIi6NSpE926dcPR0RGFQsGQIUPYuXMnISEhxMXFCb7uGo2G3NxcGhsbOXDgAA8++CBlZWW0atUKGxsbhg8fjqurKxaLhYqKCmpra8nIyMDDw4O9e/fyyCOPUFpayvnz5wFwd3enffv2DB06lBUrVtC2bdtm4748Zv8ILBYLx44dY/Xq1Wzbtk1YSHB3d+exxx5j5syZfzvNBxERkX8mLc4E6uvr2b59O2PGjGHGjBncf//9t3NcIn8g1yphvtk+0Ovtljs6Ogp9YikpKWRnZxMVFSUk0Pb29oKgkJ+fHzKZjMOHDwvncnJyAi6Vap89e1Y4b3BwMF999RWhoaEUFhZSVlaGVqsFLu1CPfzww5w5c4aBAweyZcsW4uLikMvlKBQKoqKiePrppwkICBASl9zcXLp06UL37t2RSqVEREQQHh7e7LNcvntvNBoF4SgrkZGRvPXWWwwbNuy2TbpbYqMmcvdztfg1GAxcuHCBTz75hKlTp7J69WokEglmsxkAs9lMVFQUq1evbnYu67WcnJzMuHHjqK+vx2g00q1bN4YOHcozzzyDyWQSdr7at2+Pi4sLR48e5eTJk3h6enLx4kWioqLw8/Ojf//+zJ07l6ysLBoaGqipqWH+/PlERkaycuVK5HI5Li4uf+j3dSukpqayY8cOYmNjOXXqVLNjPXr0EMrIg4KC/qQRivxdqK2tpUuXLlck3XBpZ3nNmjWsXLkST09PgoKCCA0N5auvvmLEiBFs3boVALlcjkQiwdHRkeLiYlJSUoiMjOTDDz/k9ddfp7i4GC8vL9atW8fZs2eZOHEiHTp0ICgoiHbt2nHPPfegVqt56qmnMBqNNDY24uzszM6dO1mxYgU6ne6K3WOVSvWH3Wu0Wi1btmxh9erVggMIXIq12bNnM2HChCuEF0VERET+yrQ48XZwcODEiROEhobezvGI/AlcrYRZq9WSlZXFmTNn6NKlC9999901d8AvT1pdXV05duwYkZGRdOjQAWdnZ8HKZPLkyWzdupV9+/bx+OOPA5Cbm0tgYCAKhYLWrVvTu3dvXn755Wb92TNmzKB9+/bo9XpsbW3RarVCebqPjw9FRUVoNJpmon51dXVkZGQwevRoPvnkE44fP05gYKBgUZSXl4fBYOCll15qlrg0tS26cOEC4eHhzT6vdffeYDCg0Wialc3b2NgQHBzMhg0bbvvO3V9RRVbkz+dq8atQKDCZTBw4cIDJkycTGBhIUlISKpUKi8VCeHg4rq6u1NTUNHudXC4nPz+fxx57jC1btrBr1y6USiVjx47lnnvuYdWqVWRnZwtKyDNnzuSDDz6goaFBaLVwcHAgKSkJuVzOE088wbvvvsvJkydxdHTE39+fsrIydu3aRV5eHn379uX7778XFsD+algsFhISEgSPbas9GlyyO+vbty8xMTGMHTv2ip1BEZHr4ejoKLRmXI3MzEzOnj3Lzp076dmzJ9XV1RiNRnx9fXnxxRcxGAyo1WpKSkr4+uuv0Wg0QvJ83333sW7dOkJCQvjmm29ITU1lwYIF7Nq1iy+//FJY8Bo0aBCtWrXijTfeEFpGHn/8cerr6zGbzTg4ODQrU4+IiEAmk93xe01GRgYffvghn332mTAupVLJlClTmD17Nl27dr2j7y8iIiJyp2hx4n348GEh6baKcBiNxlsupxX547m8bKypJQlcKi2Dq4t4Ne1Tu7xkzs7OjuHDhwuT6ieeeIIPP/xQUEY2GAy8/vrrODg4YDKZhL7UpqVk1hLxkydPMmDAAAwGA+7u7lRVVWE0GrG3t8fR0ZGSkhIkEglSqbSZDZhOp0OlUnH8+HFsbW2bTSI0Gg379+9n0qRJN9w7bbFYSElJ4e23327W26pUKrG1tUWhUNCzZ8+bmpjcaG/9X0lFVuSvw9XKPm1sbJDJZMLOd8eOHRkzZgwWiwUnJyfBCcC6Aw6X4tVkMtGnTx/i4uLQ6/UolUoWLFhAfHw8W7duxdvbGzs7O9q0acNjjz2GRqMhIyOjmR6Cu7s7ubm5gjdweno6bm5utGnTRrjO5XI5Fy9e5JFHHqGqqopffvmFrKws3N3db6my5nZgNps5fvy4sLOdlZUlHFMoFNx///2MGzeOUaNGiW1VIi3Gz8+P48ePX/WYnZ0dNjY2pKSkkJqaSmZmJpMnT+aNN95g9+7dxMXFIZVKkUgkdO3alZkzZ7J69Wq0Wi0KhYLg4GBiY2MZNGgQO3bsYNSoUcTFxQkVZmq1Gp1OR2JiIvn5+UyaNImNGzei0Wj4/PPPef7555HL5fj4+ODi4oJOp8PDw4PQ0NBmNoBXo6UxajKZ2Lt3L6tXr2bv3r1C64afnx9PPPEEjz76KO7u7jf9PYuIiIj8lWhxlhwdHc2aNWtYvHgxKpWK9PR0srKyePHFF/nPf/7D4MGDb+c4Re4gl5eNNTQ0NLMtaVrKdXkiat1t69mz5xUlcxqNhqSkJCFZDwgI4IUXXrimeFJCQgLffPON8HqFQtEsmY+KimLatGnMnTsXjUaDWq3G1dWVyMhI0tLSkMlkgo2KVqslPDyc7OxsWrduja2tLa1btxZ2u5uOsWnZ+NWora3FZDIRGxvLW2+9xenTpwGQyWR4enqi0+mQy+UolUpmzJjBvffeS1JS0g1NOm62t/7vLEAlcme4WtmnXq/H29sbk8mEXC4nPj4euNR7/Oyzz7Jr1y7atm0rtH7Y2dnh7+9PXV0dAQEBxMXF4ezszNixY4mPjycxMRGlUolWq8XHx4eamhrWr1/P1KlTBfGnpnZl9vb2NDQ0YDKZCA8Px8bGBo1Gg9lsxsnJCalUiq2tLW3btmXHjh2kpKTQvn17HB0df7ey5k7oUBiNRg4fPkxsbCw7d+6ksLBQOKZWqxk6dCgxMTGMGDFCjDWR24KzszMRERGCV70Vayzq9XphYcxgMAgq3tYFLWtLVVJSElqtlmHDhnH27FnS0tLw8/NDIpEQEBDA/PnzCQoK4rfffqN169aUlJQIavoGg0FoG7EunBkMBnbv3s2rr77KRx99xE8//YRMJsPGxkZoz7oWLYnRiooKPvvsMz788MNmi1xDhw5l9uzZDBs2TFT/FxERuWtoceK9ePFiXnzxRdzc3ITy3uDgYJYuXUpISAhffvklEyZMuG0DFblzXF7CfHlpWVMPXWi+w2b972uVzBkMBnJycsjLy2u2Ch4VFXXFBPbynbum/W9KpZLRo0fz+eefU1ZWRnFxMRaLhcjISF566SUKCgpISUnBYDAglUrp2bMn48aN4+uvv2bChAm4u7tTWlrabIfPijVxMRgMwsTDmkTIZDJ++OEHpk+fzsWLF4FLaueTJ09GoVDQtm1bXF1dMRgMtG/fnh07drBs2TLh3NebdLTUHuzvJEAlcue5WguCwWCgtLSUfv36ERERwcKFC1GpVFRWVvL555/z3HPPIZFI6NOnD59//jnZ2dlIpVKkUilqtZo2bdqQm5tL+/bt+eqrr7Czs0On06HRaKivr6eiooLKykrGjBkjTJatNkdyuRw7OzsqKyvx8vIS4stqh2Rl6NChzcTdrL8716usycjIaBantbW1rFy5ktdff/2mE2KdTsfBgwfZsWMHcXFxzRbgHBwcGDFiBOPGjWPo0KHNbJVERG4X4eHhDB8+nKSkpCsWr9zd3Zvde2tra6moqKChoQFvb29KS0upr69HIpGQkpLCtGnT6Nixo9Dn/f777wtiiQaDgYsXLwrtHhUVFZjNZqF/W6vVNrv39ezZk9WrV1NRUYGXl5cwhuzs7Gvem272fnb69GlWr17N5s2bhao6Z2dnHn30UZ544glRJ0FEROSupMWJ95o1a1i/fj0PP/ww9913n/C4n58fPj4+vPzyy2Li/Tfh8hJmq7p4U7/PpjTdYbP+t/XGacVisWAymYTSzHfeeafZJOLyhLS6uhqLxUJ5ebng/+vg4EBycjISiYQhQ4awfft2zp8/j1QqxcvLiwceeAB3d3dSUlJYsGAB1dXVpKWloVAoKCoqYvfu3XTq1InWrVvTunXrZqXhViIiIoTj+/fvF3YerOPX6XR89913ALi4uDB37lzmzp2Lu7t7s5I6FxcXPv7442Y7ZXD9JPpa9mAGg4HTp0/z22+/4eHhcUfKaUXuHq7WgqBQKOjQoQPDhg1j8+bNREVFoVKpsLW1pX///kilUrZs2UJmZibdu3dn9OjRZGVl4eXlhcViITU1FZlMhtFoRK1WC7tvMpkMhUKB2WymtLSUc+fOMX36dGQymWDxJ5PJsLe3p3v37owaNYr27dsLSugGg0GIb6u4mzXWrJZjarX6mpU1Vu2JpjuEeXl5TJ48md69e//ud6XRaNi7dy+xsbF88803zRb73NzcGD16NDExMQwcOLDFtn8iIjfDv//97yucNIKCgvjXv/7F4sWLhefV19eTmZmJq6srUqmU9u3bYzAYMJlMQluIXq8nIyODJUuWkJ+fL1R+jR8/HqVSSW1tLRKJBFdXV4xGo/B6a0uKlWHDhpGWloarq+sV420am03vgRaLhQsXLjRzJ7n8Ne3bt+frr79mzZo1zbRUOnbsyJw5c5gyZUoznRYRERGRu40WJ96+vr48/PDDAM1Um41GIyUlJbc+MpE/lKYlzBUVFRQUFJCXlyd4glq5XMTLutvWtBzdZDKh1WoFz98vvvgCo9Eo2A1B84S0srKSVatWCcrlp06dwsHBgfr6eqGkPDAwkLi4OCQSCQqFgsmTJ/Ptt9+SmJiIwWAgIiICe3t77r//flatWoXFYqFHjx7MnDkTb29vpk+fzieffHKFZcv06dNxcXHh3nvvJTs7G09PTwoLCzly5AgNDQ0AeHh4MH78eB566CFBLA6a7zwnJCSQk5Nz1e/2Wh7bV+vNbZpYJCcn88MPP9xWWzeRuxNXV1ceffRRSkpKaGxsxN3dnbNnz7J//34GDhwoVI5IpVI8PDz49ddfmTRpEiEhIdjb27N69WqSk5Np27Yt8+fPp2fPnhw5cgSZTIZUKsVoNAq74bW1tZjNZnQ6HTU1NfTr14/XXntN6B81mUyoVCoaGhr47LPPePTRR3n++eeprKxEKpVSV1dH586dcXFxobKykvr6emxtbamqqqKqqkootb28suZy7QkrGo2GlJSUK9wHrFRXV/PNN98QGxvL3r17hbiGSy4JViXyfv36iRolIn8I1kXi1atXU1BQQN++fa9w0oBLVSHW+6m1uqqiogJvb2/S0tKoqKhAIpEQGBiIu7s7n376KSkpKQQEBGA0GoVk+JNPPmH27NmsXLmS+vp62rRpg4uLCwUFBQQHB1+xACyXy6mrq8PBweGqiXRtbe0VZeUDBgzg4sWL+Pv7X5E8NzQ08M4777Bv3z7Ky8uBS4uDEyZMYPbs2dxzzz2i5Z6IiMg/ghbPMpydnamvr8fe3r6Zf+mqVavQ6XRERkbelgGK/HE0TSQzMzN5//33r0i6Lxfxsu62ff/990RERJCcnCwk3a1bt8bb21sQTcrKyiIkJAS4dCM+fvw4SUlJbNu2TUhO//3vf2M0GklKSsJsNgu7YzKZTLgxW/1MU1NTkUqlgjdxcXExLi4uLFu2jKKiIhobG9HpdDg7O9OjRw9qa2sZP348jY2NqFQqZDIZPXr0oLS0lC1btqBSqdiyZQtGoxFAKCVfsWIF69evZ8mSJddMglvisX15b+7liYV1MeP3Ss9F/tlcq69y6tSpAGzevFlIun18fCgrK2P79u2kpqbSsWNHoqKiKCsrQyqVUlBQwOeff84TTzyBp6cnFRUVdOzYkSNHjmBnZ4e3tzfp6emo1Wo6duzIuXPnCAkJoaCggJCQEKF81dnZGVtbW86fP09CQgL33HMPI0aMwMHBgcrKSpKSkigsLKSxsREnJyfatWuHRqPB09MTg8FAdna2YC8Il2Llcu2JppjN5maLW6WlpcTHx7Njxw4OHjzY7HfM39+fmJgYxo0bR48ePa6wSxIRuZNkZmZy4MABtm3bJiwEZ2RkCAmr1UmjsrKS06dPs3//fmpqahg6dCi+vr6CrkhFRQUWiwWLxYKDgwNms5m6ujr8/PywtbUVxNfgklPHY489xrFjx0hMTEQikWA0Grnvvvvo2rUrS5YsEcYXERFBYGAgRUVFgsibdSfeilqtvuI3R6VSodFohPu8XC6nvLyc7OzsZpsxbdq0YebMmUyfPr1ZGbuIiIjIP4EWJ97z5s1j6NChLFq0iMbGRo4ePcqOHTt49913kUgkvPTSS7dznCJ/MDcj4hUQEMDEiRPp1KkTq1atIiEhQegxtbGxwd/fH51Oh0wmo6amBo1GQ1lZGWazmdzcXKRSKQ8//DB6vR61Ws3ixYspLCxEJpMxevRoTp06hVKpRCqV4uTkJPiZWlXMrcl5XV0dCQkJTJo0SbA3su5u+fv7M3HixCs+T2VlJS+//DLfffedoIQul8tRq9UYDAby8/PZuHEjXbp04dixY9dMglvisX15b27TxOLy3vpr7ZqL/LO5Xl/l+vXrmTRpEkajUbDry83Npb6+HovFQnJyMhMnTqS+vp7y8nL8/PwEH+8tW7YQERGBg4MDY8aM4YMPPuDEiROkp6djNpuJjIzkgQce4PPPP2fs2LGC+JHJZKKyslIoUW1oaKC8vJxTp07RvXt3XFxc8Pb2Jjo6GqPRyJIlS9BqtSQmJhIfH49Op8PBwYH777+/WeLt5+dHQEBAs3JYK9ZYSU9P5+eff2bHjh38/PPPzfQcOnTowLhx44iJiSE6OlrcXRP5U7DGa2ho6BVCpNaENT09nbS0NL788kthQau+vp6srCwmTpzInj17KCoqEjY8oqOjGTlyJMnJyaSlpWFnZ0dYWBgWi4XGxkahZSI1NZUuXbowYsQIfH19cXd3R6lUUlpayvvvv09+fj5t2rQR+r379u1Lbm4u2dnZODk5MWnSJLy9vZFKpTQ0NODh4UFubq6wqFVZWUlERARJSUmkp6dTXFzcbKGsX79+PPnkk4waNUqsLBEREfnH0uJfvyFDhqDVanniiSfIzs6mT58+WCwWvL29Wbp0KePGjbud4xT5E7gZES9nZ2e6devGvHnz+O2332hsbEStVuPn58eyZcsEv2ClUomNjQ2tW7emrKwMd3d38vLy2Lhxo2Bv1LlzZxYsWIBUKhX8gx0cHOjXrx8//fQTNTU1QkItl8txc3Ojrq5OEJw5e/Ysy5YtQyKRMGXKFDw9PQkICGj2eX799VcefPBB9u3bJ0zQFQoFtra22NjYCP3dUqmUnJwcHnzwQWxtbQWBqpycnGaJd0s8ti/vzbVOYK7VW/97u+oi/zyupRMAl5Lv8vJyYdGntrYWrVaLRCJBIpFgY2NDQ0MD/v7+/Oc//8HGxga4lBykpKTw008/kZGRwaeffkp4eDjR0dHodDoUCoWwo+zj40NtbS1paWlIpVIcHR3x9fUVFq70ej3t2rVj+vTpbNq0iQ8++IDHHnuMZcuWYTAYsLW1JScnh4CAAF555RXeeOMN/P396d+/fzPdCGdnZ2bNmkVubm6zhMUa18uXL79Cw6Fz585Cst2+ffvb/dWLiNw01nj19fW94phGo6GhoQGFQkFJSYkQ1waDgdzcXEpKSkhJSeE///kPzz77LPn5+SiVSsxmM99//z2BgYHCuWQymWAPaK380ul0vP/++9x///3MmTOHJUuWIJfL8fPzIzo6mlatWlFSUsLZs2f5+eefefjhh/nll19QKpXExMSwc+dO8vPzCQwMFKrGrPcpg8HADz/8gNFopLKyUignl8lkREREsHTpUoYMGfLHfMkiIiIif2Fuadlx7NixjB07lvT0dEpLS3FyciIsLEws3fuHUl1djVarxWAwEBAQgEwmo7q6mtdff12YyNfX11NUVERhYSEPPPAA58+f58KFC3h6emJvb09JSQl1dXWsWrWKoKAgzp07R21tLXPmzGH48OHk5OQIPt0Wi0UofzUajeTl5Qkewa1bt8bOzo5z586xePFiXnvtNXx8fDh69CgvvvgiP/zwgzBud3d3Jk6cyC+//CIon1ssFqRSKUFBQeTl5ZGYmMhHH30EXEqMmwoKQss9tptWFuTn55OXl0dlZeUVvfXw+7vqIv88fm8xpqn2gvV6kslkqFQqnJ2d6dSpExcvXkShUJCamsrXX39NZGQkDz74IN988w0RERGcPXuWVq1a8cUXX3DmzBm8vLxo27YtI0aMIDw8nPLyct555x1OnDjBnj17KC8vx8nJiezsbNq1a0dhYSHfffcdSUlJPPfccxw+fBiz2YzRaCQ3NxeZTEZpaSm//vqr4Be+ZMkSNm7c2OyzBAcHM3HiRHr16sXJkydJSUlpJtAkkUjo1auX0LN9tcUuEZE/E2u8No3Lplhj1Hrc2n7U2NgoVJW0a9eOxMREGhsbhUTdw8ODoKAgOnfuTEFBATKZjH//+9/Y2dmh1Wrx8PDAYrFw3333MWTIEFatWkWPHj1o164d69evZ9u2bdjY2ODs7MyYMWNYsGABDQ0NxMTE4OnpyYcffkh5eTn29vbApQXvlJQUNm/ejJeXFz/99FOzCi0/Pz/GjBnD+PHjr6m9ICIiIvJP5IYT7//973/NFDabEhQUJFo//I1oqkR6I17TN0LTPtO+ffvy5ptvUlhYiIuLC3q9Hg8PD8aOHcvatWvx8/PD3d2dadOmMWnSJOrq6hg1ahQRERHI5XJMJhPJyckEBQWRnJyMXq8H4MUXX2TMmDGEhIQwcuRILly4QH19PampqURGRlJbW0vHjh2pq6tDp9NRWVmJTCYjKysLFxcXfv75Z44fPy6MuVWrVgQFBeHk5ET79u3Zvn07Li4uVFVVIZFIaNu2LRUVFVRXVwu7gQApKSl89tlnzYTWoOUe29adeD8/P1599dWb2jUX+Wfze4sxXl5eQiWGtUdTJpPRtm1bPDw82L59Oxs2bMDOzo4OHTqwYMEC3n77bbZv387kyZPx8PBg586dREVFMWfOHJRKJXK5HG9vb9544w3eeOMN5HI5gYGBuLm58dxzz/HRRx9RVVUltHdotVqKiop47LHHsFgsfP/99+h0OgwGA46OjoIOxMWLF7n33nsJDQ1FLpcLWgsWi4XffvuN2NhYtm7dSnZ2tvD5rHE6ffp0/vOf/9CqVas79l2LiNwq1ni1lmVfbsFpVTS39j5b248kEgm2traMGjUKmUzG9u3bSUxMRK/XYzAYiI6OxtfXl//97398++23dOjQgV27dnH69GnhHh8QEMCzzz5LSkoKERERREVF8eGHHwo2mfX19fz3v/9l06ZNxMbGUldXR1lZGe+88w4XL14kJycHtVqNVqulTZs26PV6YRENLsWit7c3vXr14pNPPsHFxeUP/GZFRERE/h7ccOL9+eef88ILL4h+pn9zriXEdCuq2U37THv27MmePXu4cOECer2euro6HB0dyc7OJikpibfeeova2lpat25NXV0ds2bNIjIyko8//phXXnkFW1tbtFotkZGRTJw4kb1796JSqaivr6e6ulrYFXvsscfIyckRJg0mk4l77rmHKVOmsHTpUsrKyjCZTMLu+DvvvAMg7IaPHTuWkJAQoWTOyclJSNpdXV2RyWQ0NjaSm5tLZGRks8m+nZ0d+fn5V+25vhWP7Zbumov8c/m9Foe2bdsK19T58+cFsSQ3NzceeOABXn/9dSZOnEhYWBgmkwl3d3fef/991q1bR1hYGP7+/kgkEtauXUteXh6lpaWMHDmSoqIicnNzMZvNNDY2kpaWRn19PadPn+btt99GKpWSlJTEjh076NOnD3369CEuLo5hw4YhlUqFnT3rDqCnpycFBQUUFxfTqVMn/Pz8yMnJ4YknnmDXrl0UFxcLn0upVNKjRw969erFkCFD6NixoxgbIn8LrPF66tQpJk+eLLgNwKX7SlRUFHPnzsXV1ZWgoCDOnDnDqFGj8PPzQ6/X061bNw4fPkxmZiZSqRSVSoVarSYrK4utW7fyzjvvsGDBAl5++WU0Gg2+vr7Y2Nhw/vx5jh07xtmzZwkNDSUzM5NRo0aRnJyMRqMRkvodO3aQmJhIcHAwWq0WgPLycgoLC3F3d6empobCwkKys7OFHnMHBwe8vb1p164dnTp1YubMmeTk5JCcnHzbFvZFRERE7hZuOPEuKSnB09MTDw+PK0rJLRbLFWI1YWFhfPvtt7dnlCK3hesJMd2KanbTPlNXV1fOnTuHXC6nsbFR6L3OyMggLi6Ojh07IpFIOHjwIHl5eYSEhLBr1y6ysrIICgqisLAQuVxOZWUlcXFxvPDCC9TV1Qk7dCUlJahUKi5cuEBERASjR4/GaDTSr18/9u/fz/r16yksLEQikWCxWJoplPv4+LB06VJqa2vZunUrmzdvFj5DVFQUzz77LDt27BAm+aWlpXTq1ImRI0cKZeZWqyOFQnFHeq5bumsu8venJZUoN7JY4+zsLFxTxcXF6PV6vvnmG0pKSvjwww/JyclBp9ORnp7OO++8w+DBg3nggQdISkoiMzOTkydPYjQacXNzo6ysTIhZqVSKt7c3hYWF6PV6KioqiI+PZ8yYMSgUClQqFf379xdUllevXs2oUaOauWDApeTb29sbgJycHI4ePcqJEyc4dOiQ8ByZTIarqythYWG89tprREdHizEh8qdwKxVjTeN1z549DBgwgPHjxzezEbOea968efzyyy+sWrWKDRs2AJfanCQSCTNnzuTtt98W/LvHjBlD+/btKSwspL6+nsLCQkE4ra6ujtraWpRKJenp6UyZMoUzZ86wadMmxo8fzxdffAFAaGioMGeztlvBpfldTU0NWq0WnU4nfBZXV1fatGnD8uXLsbGxwcnJCRsbGz744IPburAvIiIicjdxw4m3i4sLx48fJzAw8KqKsImJiYwZM4acnBwGDRrULKkR+Wvwe0JMLVXNbpqA6nQ6XFxckMvl6PV6QYk8MDAQs9lMUFAQCQkJZGdnYzQaCQsLY+vWrSiVSurq6oiIiMBsNqPRaDhx4gR9+vTh/fffx8XFhcGDB7N9+3YuXLhAp06dGDJkCO+//z7+/v707duX1NRUYSW+6eS+TZs2jBgxgnPnztGqVSs+/vhjEhMThQUjmUxGUlISy5cv591338VgMFBbW4vFYiE/P5/q6mpmz54teA1bVdvvVM/1reya323cibaIvyK3UolyI4s1Ta+pQ4cOER0dzf79+/niiy9oaGjAYrEQFRXFSy+9xNdff01oaChdunShvr6e3377DWdnZ0wmE56engCCHZGDg4NwP5BIJAQEBFBaWsp7771HdXU19fX1DBo0iH//+9/Y2NiQmppKdHQ0v/zyS7PPUFRUhEwma3bfUCqVdOjQga5du+Ll5SXs7C1evJgRI0bQpUsX7O3tadeu3V15Tdwt3E0xfDsqxm50cdXFxYUjR44IrgQymQwbGxsqKys5c+YMH330EQcPHiQwMJC4uDg2b95Mt27dmDp1KpWVlajVanx8fEhNTcXR0RGz2YzBYKCmpoasrCwaGhp4++232bRpk/Ce1oVqqVQq3ENXrFiB2WwWkm6VSkWHDh3w8fHBz88PLy8vqqqqkMlkrF69msLCQnr27Imrq6tQUfb9998zceLEv+3fXUREROR2ccOJ97hx467Zx719+3YeeeQRtFotc+bM4d133xUF1v6CtMRr+kawJqAKhQJfX1/Ky8upra3FbDYTEBBAZmam0KtmtUF58cUXSUxMxNfXF39/f4qKirC3tyc3N5fS0lJMJhNSqZSqqiomTpzI4sWLMRgM3HfffRiNRmpqajh27BgzZ87E3t6eF198kYsXL1JXVwcgKDeHh4czceJE0tLSGDp0qGBlZmdnJ1iayWQybG1tycjIQKvVEhwcTE5ODo2NjWzatIlTp04JyYVVcfzixYtiz/Ud5k60RfwVuR2VKDezWOPu7s7OnTuprq6murpamGwfO3YMiUTCwoULWblyJYcOHWL06NFkZmbi6OiIm5sbGRkZGAwG6urqBH9fmUyG0WjE3d0ds9mMr68vjzzyCEqlEoVCQWNjIxaLhTfeeIPk5GSGDx9OYWEhmZmZwpiscWtjY8O9997L/fffj6OjI19//TWbNm0SrP6ioqIYMWIEGo2GRYsWMWDAAMrLy++6a+Ju4W6K4dtZMXYj8WoV3HR0dCQ1NRVnZ2fy8vIoLCzk4sWLREdH4+7uzunTpykuLiY8PJwHH3wQg8HA+fPnsbGxwdfXF61Wi1KpRKvVolarcXd3FxL5+vp6xo8fz759+3BxcUEmk9G7d29KSkoE5xCDwYCbmxtt2rShoKAABwcHPDw8aN26Nb179+bll1/GYDDwwAMP8P333/Pkk0+yffv2Zv3rERERdOrUiW7dut3Udy4iIiJyt3HDiffatWuv+viLL77IkiVLkMlkvP/++8yaNeu2DU7k9tISr+kbwdq35u7uTkJCAv7+/iQlJQn2XnV1dchkMnr27Em7du3YvHkzn332Gba2tkyfPp3KykpCQ0PJzc3FZDIJiuXWVfZvvvmGxYsXU1NTQ9u2bXF1dSU9PZ2DBw9iZ2fHt99+K6zGe3p6EhMTQ5cuXSguLhZ8h5OSkvjmm294+umnycvLQy6X4+vrS05OjtAL7uvrS0VFBV9++SUeHh4cOnSIsrIyJBKJ8JyUlBTi4uJ49913xdX7O8idaov4K3KnKlGuRWNjIyUlJRiNRiGhtdK2bVtiY2MJCAggKioKd3d3nn76aS5evMiRI0do3bq1sGt94cIFZDIZUVFRAKjVauRyOfHx8ezbt49Zs2bx3XffUVZWRl1dHQ0NDUilUrZs2SIk+3ApCYmMjESv17N06VIqKipwdHQU3BCa+nGfPn0ao9HIM888Q0pKCuPHj+fYsWN33TVxN3C3xfAfHae1tbUYDAby8/Px8fGhuLiYhoYGbGxsBFE1e3t70tLS0Ol0REVFsWHDBoKCgujUqRMlJSXY2dnh6OjI8OHDCQ4ORi6X4+DgQNeuXdm1axdarZZ//etfHDt2jNjYWJRKJb/++qswBqlUSmBgIE8++SQODg6YTCbc3NxQq9UoFArq6uro37+/0FrSt29fNmzYQEZGRrPKyJSUFNasWcPKlSv/Vn9zERERkdtNi+3E6uvrefDBB/n2229xcnJi27ZtDBw48HaOTeQ2Ul1djcFgYMSIEZjNZiorKzl16pQgcnQrqtnOzs7MmDGDo0eP8sILLzBnzhzg0jVSXFyM2WwmMjKSefPm8eGHH5KUlASAh4cHGRkZ+Pn5UVxcjFqtpr6+Xihxi4qKIjc3l2HDhvHjjz8SHx9PYGAgWVlZuLq6Ul1dTWxsLHBp0UClUmEwGEhISKC0tJTJkyfj7+/P+vXrycnJwcfHB4PBIAhC1dbW0qFDB0Fh2Wg0UlpaSkZGBqGhoSQnJyOVSnFxcUGtVqNSqbCxscFoNFJfX3+LfxGR6/FHT3L/TH6v0qSiooKEhIQWl+peXupbXV2NWq1Gr9dja2srtFyYTCYiIyNRqVRs2rSJuLg4HB0d0Wq1+Pn5MXXqVPbu3cvevXtZtGgRu3fvFkTVJBIJXbp0Yc6cOTz66KPExMRw6NAh0tLS0Gg0aDSaZmNycHBArVbTpUsXnnnmGSorK6mqquKhhx7Czc2NN998k19//RWFQiEkGta+08TEREGh3er1fbddE3cDd1sM36mKsWuV4js6OtLQ0IBWq8XV1RVHR0ccHR2RSqXU19djZ2eHs7Mz+fn5mM1mQkJC2LJlC+np6Xz22WesXLmS4uJinnrqKXbs2EF8fDw+Pj5cvHiRbt26sXLlSvLy8ti8eTO5ubnC30oqlSKXy1EqlUgkEurq6jhy5Ahjx44lKSmJyspKvv32W1JSUvD19WXs2LF89NFHzJ8/n/bt27Nx40bs7OyQy5tPLzMzM/92f3MRERGR202LEu/09HRGjx7N+fPnCQoKYvfu3YSGht7usV2BRqNhwYIFuLi4UF9fz9KlS1EqlXf8ff/uNC3302q1ZGVl4e/vz+TJk9mzZw++vr4tVs2urq4mLS2NtWvX0qNHD9zd3fn6668ZMGAAPXv2JCkpCYVCQXp6OmVlZeTk5BAYGIjJZMLe3p6EhATmz59PRUWFkHSnpKSQlZXF0KFDKSwsJC4uTkh0rT7b5eXlwCURP3d3d1JSUqirqyM8PJzs7GzOnDlDYWEhTz75JMnJyfj7+5OZmcmFCxcIDw/nt99+o6qqilatWqHX65HJZAQGBlJYWAj834TebDZTVVVFVVUV7du3F6oC7oSwmsj/cacmuX9FrldpotVqKSgo4N133xUeu5lS3auV+k6fPh0AvV7PuHHj8PX1xWAwoFKp6NKlC2+99Rbnzp1DoVBQUVGBv78/WVlZxMXFcf/991NcXMzevXuZMWMGWVlZyGQylEoliYmJvPrqqwQGBvLrr78KjgNW5HI5Xl5e2NnZ8dJLL5GWlobBYKC0tJSFCxdSU1NDbW0tJSUlFBYW4urqSkVFBWazGYVCIdgKOjo6Cp7BTf2Q76Zr4m7gbovhO1Exdr1SfD8/P2JiYjAYDML9LzU1lfj4eLp27UpYWJigh6JWq9HpdEgkEh544AGWLl2Kv78/s2bNIi4uTtgdz8jIwNbWluTkZObPn09NTY3wviEhIdTX19OqVSvkcjn19fUYjUbq6uqIi4sjLCyMpUuXEhUVRXR0NOnp6cIi+pAhQ0hKSiIkJAS5XH6FgKKdnR1qtfpv9zcXERERud3cdOK9b98+pkyZQnV1Nf3792fHjh1/mF/jE088wdixYxk7diwbNmzg+eefZ8WKFX/Ie/9dubzcz9bWlpCQEBoaGjhy5Aivvvoqbdu2bVHSnZ6eTnJyMhkZGfj7+yOVSsnKyhKUTd3d3cnLy8PPz4927drh7e2NRCIhKysLo9GIi4sLTz/9NB999BFFRUXCgkqHDh14/PHHefrpp3n22WdZt26dYGPXtIfbzs6OJUuW8Nprr6HX63F3dxdKy41GIydPnsRsNgs3e39/f86dO8djjz2GVCrlxIkT1NbWkpGRQXR0NP3798doNAplc5djrQ6Alpfli9wYd6ot4q/ItSzBDAYDarWavLy8Zo/faKmuNfZzc3Pp2bMnnp6etG7dGhcXF4KCgujcuTO7du1i8+bNQun3gw8+yP3338/Zs2eprKzEYrGQlpaGt7c3Wq2WAQMGCGWqVl/u4OBgysrKBM2Eq6FWqzGbzdTV1aFUKmlsbGTp0qW4urqyZMkSXFxcKCgoQKFQoFQqKSwspF27duh0OjQaDTY2NgCC73dNTQ0RERFCAm49JvLX4W6L4d+z7rvZirGrleIrFArc3d05evQovr6+nDlzhiNHjpCTk4Neryc6Opo33niDuro6li9fzsKFC4mMjCQ9PR2VSiXE49atWzlz5gzh4eHs3LkTT09PVCoVdnZ21NbWCi0mMpkMAB8fH2bMmCHoKVjtNLOysrBYLNjZ2Qk934mJiYwcORJ3d3ecnZ3p2rUr/fv35+LFi0RERODs7Cw8F5o7gfzd/uYiIiIit5ubSrzffvtt/ve//2EymXjsscdYs2bNFeVEVkaNGkV8fPxtGSRAYWEhX3/9tdBrPmzYMB5//HFeffVVHBwcbtv73G1crdxPoVCgUCgoLy/HZDLddNJdXV1Namoqy5cvJysri5KSEsrKypg7dy5DhgwhMTGR1q1b4+fnx759+9i8eTM+Pj6o1WoqKioICAggLy+PkSNHsmvXLlJSUlAqlajVatLS0igoKCA3N5fOnTuzbt06AKFU1WoT5uTkRKtWrSgrKxNsw+zt7SkoKECpVApewdZeuOLiYhwdHcnKyuLTTz+lZ8+eDBw4kHbt2pGXl0deXh6ffPIJCoWCQYMGUVlZSURERDOBGGt5662U5YvcGLd7kvtX5lqWYG3atKFHjx7s2bPnitfcSKludna20KoRGxvL4MGDBSGk+fPn89FHH3H8+HFsbW2FCpS0tDTS0tIYOHAgX331FXCp6qOwsBBHR0dBnHDbtm1IpVKkUmmzGIFLtkT+/v7s3bsXuBSzCoUCjUaD0WikVatW1NbWMmnSJC5cuEBmZiZGoxFHR0d0Oh1arZZz587Rtm1bQRDKYrEglUrR6XTY29vT2NgoVOzA3XdN3A3cbTF8I9Z9N8Pl92aFQsGwYcP46quviIqKYtWqVZw/fx6VSkVUVBS1tbVotVr27NmDt7c3J0+eRKfTMWnSJPbs2cOFCxeIiorCYDAIpeLWNqqioqKrLoo9+eSTvPvuu3h7e2M2m5FIJOh0OqH6JDg4mKysLCQSCX5+fjz//PPo9XoCAwPp168frq6uxMfHc/ToUVJTU5k4cSI9evSguLgYi8WCQqEQ+sH/jn9zERERkdvNDSfeDz30EFu2bAEu+Us+88wzQlluU8xmM5mZmfz000+3b5TAjz/+iLu7u7AT6eHhgY2NDSdOnOD+++9v9lydTtfMb/KfXN50u8v9MjMzOXDgAFu2bOHo0aPY2NgIwmTr169n3bp1rFy5End3d9555x20Wi1OTk44ODiQnJyMn58f2dnZeHl54efnx5dffonFYsHFxQWlUom9vT11dXUkJCQIEwWJRIKrqytOTk7I5XJkMhk6nY7CwkLc3d1RKBQYDAZhpd5kMqFSqVAoFBiNRjp06CDYh9na2qLX61m/fj2dO3cmMDCQffv20bp1a/R6PfX19UyaNIkDBw4wefJktm7dSkpKilAq19JJlsiVXC9Ob/ck96/O1SyGDAYDS5YsaVZp0ZTfi926ujrGjx/Prl27iIyMZMuWLZw5c4bAwEDS09PJysoiICAAiUSCUqmksrISvV5PVlYWI0aMaHYuBwcH3N3dWbduHQkJCcCl33prjFr7QfV6Pa+88gp79+6lS5cuJCQkCPFq3WULDQ0lJyeHqKgoEhISkMvlmEwmNBoNMpkMi8XCvn37iI2N5aWXXuLYsWPY2dkhk8no3r07L774IkePHmXPnj0YDIa79pr4q9DS++ndGMM3agV2IzT9HhUKhRCrVVVVuLu7c+bMGcE+TKfT4erqSkFBAWlpaSxatAij0YjRaOTixYt0794dR0dHYmJiKC8vRyaT0dDQwIcffgggxKlMJsPLy4vi4mIAnJyc8Pb2pqqqit9++422bdvy3Xff4eDggLe3N8XFxXh5edGtWzdhsR0gODiY4OBgBg4cSEpKCoGBgXh4eBAfH8/rr7/O3r17heox+Hv/zf8uiPNeEZG/BzeceG/evBmlUknPnj1JTExk2rRpV/TxwKUf+Ly8vNsuPlVQUICrq2uzxxwcHK6a/C9ZsoRXX331tr7/35WWlvtdTfAFYNWqVYSGhgq9XRKJRPiBnzJlCq+99hr33HMP99xzD2+++SZ2dna4ubmh1WoFq5Fdu3ah0WjQ6/VYLBYcHBxo164dxcXFQpJhNpuxsbFh7NixFBUVUVJSQnV1tTApcXd3p1u3bnh6ejJ58mTUarVgmyKVSpFIJERHR3P8+HHGjx+PXC5Hq9XS0NCARCIhKiqKKVOmsGHDBtzd3SktLQUuTRCsu+V79uxhwIABTJ06FU9PT7y9vVs8yRK5kt+L09s5yf2rc7V4y87OvmbSDb8f2yqViurqamxsbOjWrRvx8fGEhIQIO2EFBQVCxVJwcDC1tbXIZDIcHR2RSCQEBQWh0WjQarXU19eTmZkpWIBZPYUlEokgxmQtY9fr9ezfv5+3336bkpISKisrkclkpKamUldXx7x58zh69CghISE8+OCDZGZm0tjYiK2tLUajEYlEwuOPP877779PQEAAw4cPRyqVolKpqK+vZ8eOHTz66KP06NGjxdfE3eQtfae5lfvp3RLDl18v1/sMN3ptWePX1taWhx9+GJ1OR0JCAg4ODmg0Gkwmk6AMXltbi7e3txB3CoWC4OBgGhoaGD58OJs2bRKqPyIjIwURUau/tvV11upAs9lMdHQ0BQUFgsjpzz//zObNm+nfvz+1tbXY2dlRWFhIVVUVDzzwAI8//rgw7oaGBjIzM1m/fj2TJ0/m4MGDODs74+TkxPbt2+nevTsDBw5EIpHg7OyMSqWioKCAuro6MdbuEOK8V0Tk78FNlZpv3bqV0aNH/+7zDAYDwcHBLR7U1ZBIJFf03er1emFFtSnPP/88zzzzjPD/tbW1tG3b9raO5+/C75X7eXp6XqGYXFVVxXvvvXeF4Mv48ePJyMjA19dXmBCYzWbkcjm1tbX4+/vz0UcfodFo6NixIwUFBVRVVQnXQlVVFUuXLmXEiBGMGjUKiURCcHAwRUVFgk2QFVdXV6ZPn06rVq2wtbXl119/5fjx47Rp04aioiKUSiVhYWEMGjSIIUOGMGnSJL744gth565z587ExMSwaNEiJBIJc+fOJSgoiPz8fMLCwti1axdffPFFs4UbOzs77Ozs6Ny5Mz169PhbTxT/DtxInN6MP/XflWsJLM2ePbvFpbrV1dWcPn0aPz8/6urqqKurE4TL/Pz8sLOza2b3Y60Yqaqqwtvbmz179pCZmdmsPFWlUqHX63n44YeZNGkSL730EgkJCYIqup2dHbNnzxY8u9euXUt2djZKpRKLxUK3bt2YNm0as2bN4uLFi3Tp0oXIyEh69erFt99+S6tWraiqqiI6OpqOHTvyzjvv4OjoyPHjxwXLQaueiMlkol+/frf1+/47ekv/Edzq/fTvHsM3c73czHP9/Pxo3749vXr1Yvny5fTq1Yu0tDSCg4Oxt7fH1tZWWNSyWCxYLBZB9NNgMGBra8uPP/6In58fHh4eeHp6kpuby8mTJ4H/s/ebM2cOP/74I6mpqbRt25b8/Hzuuecexo0bR3x8POfOnUMqlTJ//nyWLVsmeHhbe8onTpzIe++9x5NPPsmHH36Is7MzhYWFqFQq0tPTefDBB9m2bRuenp4UFxeTlpbG0aNHcXBwwMvLixMnTlBSUvK734fIrSHOe0VE/h7ccOLdvn37G0q64VLZVNMfgNuBj49PMwVOuGRX5ePjc8VzlUqlqHb+/7leud+0adNYsWIFqampwuN+fn706tWL3NzcZudJT08nJSVFUD+2rqIbjUZUKhWNjY1CmdP9999PdXU1dXV1SCQSzGYzWq0WBwcH6urq2L59O+3atePw4cOkp6c3S7itdOjQgdDQUBITE4mPj+exxx5jxIgR5ObmotFoSElJEcpw4+Pj0el0/Pe//0Wv11NUVMTJkyfZuHEjgKBGvmXLFqEU3dpXasUqABMWFkZwcPANJ9rizlnLEeP0+l7HH3/8MTNmzGDt2rU3XaqblpbG3r17OXHiBEVFRbz44otoNBrBjq+srEwoBbdYLIKCcUNDQzM1crVaTfv27XFxcSEjIwNnZ2dcXV0FDYQRI0bQ2NiISqXi3LlzPPnkk0yaNInq6moyMjIoKSnBZDLRqlUr9u7dS1ZWFp06dRJ6QL/55ht0Oh0ffPABGRkZdO7cGalUSlFREREREVgsFiorKwX3hKioKFQq1S1ZN91N3tJ/BP/kOL2Z6+Vmry1nZ2dmzpzJiy++yJEjR7j33nuRSqU4Ojpy8eJFAgMDSUxMxM7OTljgBoiOjkaj0XDvvfeyc+dOSktLm5UYOzg44ObmxsiRIwUHkZdffpnCwkKys7MJCwsjISGBFStW4OXlhcViYfbs2fz4448kJSVRX19PXV0dZrOZ4uJiSktLCQwM5MCBA0ydOpUffvgBb29vHBwcsLW1xWAw4Ofnh1QqRSaTCTosgYGBrFy5ktzcXCFur/d9iNwa/+Q4FRH5O3HDiff69etv6sTz5s276cFcj/79+zNjxgz0ej02NjbCTmX37t1v6/vcjVyt3M/T0/OKpBsgKSmJc+fOMWDAAI4dO9bsmNlspqGhgcrKSiIjI0lMTBRK2tRqNfb29nh7exMQEEBiYiLR0dFCj2dJSQlBQUGYzWbs7Ox49913hcTXzs6OxsZGLBaLUAI3ePBg1Go1n376KTKZjK+++oqFCxfy8ccfN0uarYn0jz/+SI8ePQDIysoiPDycPn36IJfLOXnyJGvWrMHf3x9HR0eSk5OZO3cuhw4d4uzZs4IATFhY2E31oYk7ZyK3yvW8ji9cuIBer7/pUt3q6mpWr15Nenq60Dedmpoq2IJ5eHjw8ccfM378eLKysqisrBR6PuFSKWlYWBjl5eWUlpai1+spLCzEw8ODkSNH8v3339O5c2dSUlKExS2VSoVGo0EqlRIZGcmyZcvw9PTE09OThoYG1Go1586d49ixYwwbNozTp0/T2NhIQ0MDycnJ9O3bl6KiIlQqFbNmzWLEiBEkJiYK4wkMDCQnJweNRoNKpWqxOvLd5i0tcme5meulJddWfX09OTk52Nvbk52dzaBBgzh16hQXL17kqaeeAi6piHt6emJnZ8e4ceMIDw/ns88+Iz8/XziPQqFg2rRpXLhwgZMnT5KTk8P777/P4MGDWbRoEcuXL2fv3r0olUpMJhPPP/88b7/9Njqdjvz8fLy9vXn33XcJDAykoKBAUDu3iifed999bN68WVhUz8vLIywsDLlcjsFgICsrC7iU/FkXnxsbG4WWNGvc/t73ISIiInK3c8OJd7du3e7kOH4XHx8fhg4dyk8//cSgQYPYv38/s2bNuqrtk8iVXF7ul5CQcEXSDZeS69LSUkJDQ4WdrVOnTmEwGKisrCQgIIBTp04xfvx4tFotZ8+eZeTIkYSFheHi4sIbb7yBra0tu3fvZvbs2RiNRkpLS7GzsxN27az9/+3atSM4OJgePXrg6uqK0WhELpdTUlLCgQMHCA4O5tNPP6W0tFTod7tcV8D6/1ZhJ7PZzPbt2zGZTLi4uPDRRx+RmZmJTqdDr9dTW1tLQEAAoaGh9O/fn9LS0haVlIs7ZyK3g9/bua2pqbkidqurq69oD2l6rWVnZ5OVlYXZbMZkMqFUKvn222+ZOXMm27Zto7KyksbGRjZt2iS8xs3NjYiICORyOcXFxSgUCsaOHUurVq2QyWQEBwdjMBhIT09n0qRJSCQSnnvuOT788EN+++03ZDIZKpWKvn37YmtrS25uLj4+PjQ0NGBnZ4dSqUQulwtlsxUVFdjZ2eHl5YVSqcTBwYExY8bw66+/kp6eTnp6Oh07diQxMVGonPHw8BDE1Fqqjny3eUuL3Flu5nq52nMNBgMNDQ2YzWays7OpqKjA3d1diNna2lpsbGyQy+Xs37+f999/n+LiYrKyslixYgXDhw/n4YcfxsbGhh9++IETJ06wY8cO4fwuLi707t2bRx55hLi4OLp27crw4cMFbQitVstnn33G7NmzeeSRR9BqtWRmZtK6dWumT5/OqFGjKCgooF+/fkI5u1UjxRqzEokEmUxG27Zt8fPzY+rUqcJiXmBgII2NjajVampqatDpdERGRjJz5sxm98araVWIsSYiIvJP5KZ9vP9MPvroIxYuXCj0/L311lt/9pD+tlztpqfVasnJyaGkpITk5GQ++ugjIiIimDJlCuXl5bi6utKnTx82bdrEu+++y4ABA1iwYAGbNm0iPj6eiooKXFxcCAgIYNasWbz77rv06tULgJKSEqFf1Gov8uabb/Lee++xb98+dDodDQ0NQtlcUFAQVVVVzJkzB3t7e3x8fHj66aevsI6TSCTI5XJBjE2pVNK2bVvq6+uprKykoKCAAQMGMGbMGNzd3amurqayspI333wTX19f5s6d26JVd3HnTOR2cLPihzdSZVFbW4tarcbGxgaLxYJWqwVgxYoVzc7Vpk0bwsLCuHDhAnPnzuV///ufsPjVpUsXvvzyS8rKyjAajSxdupTdu3czfPhw4uLiOHv2LIGBgcyaNYtBgwYJk+/g4GByc3NRqVSCb3BjYyNSqVToBbe1tcXT0xOLxUJpaSmVlZXU1NTwv//9D4vFwjPPPMPq1auZN28enp6eZGdnYzabcXR0JCoq6pbUke82b2mRO8vNXC+XP1er1ZKdnS3YXJ49e5Z169bh7+8vXMeOjo6o1Wrs7Oyor68nKSmJ0NBQHnzwQRoaGqipqeHzzz/n/Pnzwv3TuoAVFBTEpEmT2LdvH+np6WzYsAG5XI6bm5uwQ56bm0tpaSm+vr58+OGHDBgwgA4dOpCXl4dOpyMuLo633npLEDVUKBRCnCoUChoaGgT/bWtZ+fvvv09jYyNdunThpZdeIicnh08++YS6ujry8/M5f/48+fn5zaxmr6bFI8aaiIjIP5G/VeLt7u7Op59++mcP467g8puetVyssbFRUEAFOHfuHAcOHKB9+/a89dZbdOzYkSeffJKBAwcCUFlZyeDBg6mqqqKhoUFQmj9w4ABubm6Cly9cqloYN24cUVFReHh4kJSUhFwuJyUlhREjRhAeHg4giLWdOnUKLy8vioqKkMvlZGdn06ZNGwoKCigvLxeeq1Kp6NChg6CsHB0dzQ8//MDgwYMpLi7m2LFjyOVy7rnnnmbl87eyOy3unIncDm7G6/hGqyyqq6vJycmhsLAQjUbT7LkSiYQhQ4ZgNBp54YUX+P7777lw4QImkwkHBwdGjBgheAbLZDLS09PZt2+f4K3du3dvZsyYQVpaGhKJhJSUFEpLS9m8eTMSiYTFixdTVVVFr169OH78OJ6entTW1mIymbCxsSEgIICLFy/i4OBAWloaDQ0NdO3alYqKCmFH3d7envfeew+lUolMJuPee++lvr4eFxeXK0Th7uT3LSJyM9dL0+da76c2NjYUFBTg7+9PdnY2Go2GrKwsFAoF77//PvPnzycsLKzZ8+Pj4zl06BBVVVXNdEg8PDwYNWoUvXr1EmwAz58/z8CBA3F3d8fHx4fi4mIqKioEZw6DwUBMTAxBQUE88sgjgmhbZGQk48eP5+LFi2zZsoWJEycyfvx40tLShJi1WCwYjUbCwsI4efIkSqWSzMxM5s+fT3x8PDk5OTz77LNERUWxe/du/Pz8GDVqFAqFAl9fX4xGI8OHD+fcuXPY2dld97sTERER+adwRxJv666JyF+XyycUDQ0NaDQaJBIJPXr0EHroPTw8sLe3p0OHDsydO5fQ0FDWrl1LbGwsISEhjB07loMHD1JWVkZ2drawUl5XVye8l1QqZeLEiXTr1g03NzekUilHjx5l48aNzJ8/n4kTJ7Jhwwa++uorZDIZnp6edO3alc6dO+Pq6kpZWRl6vZ7Dhw8TExODq6sr33//vfAekZGRPPzww1RUVPDEE08QFBTE888/j0KhoLS0FG9vb7p27UpcXBwymazZ6ntLd6fFnTOR28HNeB1fq8pCr9fz888/8+STT3L06FHS0tKaHbexscFsNqNQKAgPDyc6OhpPT08WLlyITCbjv//9L0ajkaeffppffvmFzz//HJ1Oh0wmw9fXlyeffBKJRMKcOXOIi4tj9+7d5Obm0tjYSHh4OIsWLWLbtm20b9+eNm3aEBcXx3//+1/BjUCj0aDT6Rg4cCB9+/Zl4cKFuLm5YW9vT2RkJMOGDeOHH35AoVDQqlUrjh8/ztixY1m2bBkXLlxg0qRJhIeHYzabkUgkHDhwgIkTJ7Zo1/tu9JYWuXPczPXS9LmnT59Go9EIop1jx47lo48+Ai71Ozc0NJCenk5ZWZnwGpPJxP79+7FYLJSVlQnnjYyMFKrBjhw5wpkzZ4iMjBRiaciQIQQHB/Poo4/i6OjIqVOn+OGHH1AqlcyZM4fY2FheffVV4XehV69edOrUiV69epGamopGo+HMmTNMnz6d1atXI5fLycvLo7y8nMjISMaOHct3333HmDFjWL58OUFBQfTr14+ff/4ZiUTC2LFjkUqlZGdnc+bMGQICAnj11VcpLCxk4cKFgkL69b47ERERkX8KEsvVzLhvgPHjx7N9+/arHjt58iRFRUWMGjXqlgZ3u7D2QtbU1NyVCVFLlbUzMzOFCUVFRQUZGRlEREQwefJk4uPjaWxsZNSoUWzYsAGNRkPv3r05e/YsOTk5ODk5MWjQIA4fPkxCQoLgwWu9wUokEgYNGkTXrl3p06cPX375paCKLpPJkEqljB49Go1GQ1JSEjk5OUK/tqurK6dPn+a+++7jscceIzU1FZVKRVlZGT/99BOvvfYaZWVl6HQ6QcXTam+yceNGQb25Q4cO3Hfffdjb2/PMM8+g1WqFXlFbW1vhe5g/f/5NWxNVV1fz6quvXnMnROzxvnnu9ji9Hk1juKneQNPHDQYDx44d49SpU1gsFry9vUlPT+fMmTNUVFQI57IunlntiGQyGbW1tbRu3Zp///vf7N27l++//x47Oztqa2uJiori2WefZeXKlRw4cEDwEIZLC0iDBw9m0qRJvPHGGyQmJhIWFkZ9fT329vZYLBa6du3KrFmzOHHiBAD29vY4OTnh4uLC8ePHqa+vRy6XU1RUhLu7O25uboLl5G+//cb333+Pk5MTffv2RaFQoNVq6dGjB9u3byc4OJjY2FjOnTuHo6MjUqmUiIgI3nrrrVvSHbnW9y3y+/wT4/R610vTY87Ozri7u3P+/HmSkpJo27Yt+/btE9qprAQGBuLt7c3ChQtJSkpi48aN/Prrr0LcKZVK7OzsGDt2LOfOnSMvL4927doBlzRSysrKCAgIYMaMGaxYsYLS0lI0Gg1arZbOnTszfvx4KioqOHz4MJmZmbi6upKamorZbMbZ2ZmhQ4cydOhQTCYToaGhrFq1iqysLEJCQggODiYsLAyJRIJWq6WsrIyTJ0/yzTffIJFIGDduHCNGjCA1NRWlUklwcDDz589HJpNRXl7Os88+y+7du4FLixG9e/embdu2tG7dGjc3NzHW/iD+iXH6ZyCZ9tyfPQQByxfv/NlDELkBWrwtXVlZec1jHTt2ZOHChX+ZxPtu5laUtZuqnefn55OXl0dlZSV79uwBLinJf/3110LfWfv27Vm/fj0ymYyGhgZ8fHxISEgAEPpIrVgsFqZPn467uzsrV64kLS0Ng8EgJALp6enEx8fz1FNPsXz5ckF0yWQyER0djb+/P8eOHaNXr1688sorqFQqnnzySZ577jlKSkrIyMggMzOTbdu2odPpcHR0pEePHoSHh/P999/z3Xff0bVrV44cOUJycjLDhg1jxYoV2NjYoFAohH+gZbvT4s6ZyO3kal7Hl8d2TU0N9fX1uLq6cubMmSt+g1u1asX9999PaWkpUVFRPP3004J4oF6vZ//+/cycORMHBweKi4vR6XSYTCYyMjJ47LHHOHbsmLA4ZUWr1fLLL7/wr3/9i8TERKRSKfb29hQXF5Ofn4/FYiEvL49OnToRHBzMhg0bBBHG/v3709DQgIuLC6dPn+bAgQNYLBZsbW1xdHRkzJgxrF27ljZt2jB48GD27t1LRkYGarWavXv3EhQUREhICNnZ2YLjgVVlec2aNaxcubLFcfZ395YW+WO51vVyrfvvgw8+yM8//8ygQYOIj4+/4nVKpRK1Ws3QoUOpqqoSHg8MDMTGxoaIiAjCwsIICQnh6NGjeHt7Cz3XRqOR2tpaCgoKKCsrE+IyMDCQkpISUlNT2bZtG7NmzaKoqIgxY8ZQV1cnOHrExcVx+vRpQkJC+OyzzwgODmb06NFkZGSwdetWJBIJy5cv55VXXqGxsZF27doJoqRTp04lNjaW1157jfPnz2MymRg3bhxvv/02S5cuJTc3F4VCgZubm/CZjh07xrFjx3j99dfFmBMREfnHc1OJ98svv8xXX32FXq+nuLj4moldRUVFsx9ekTvD7VTW9vLyYteuXeTn5wsJqaurK2fPnsXBwUHouzYajRiNRsxmM0uWLGl2DhcXF0GB2NbWlrKyMiQSCUeOHKGyslJQTbWupl+4cEEogbUKuljVVHNzc6mrq0Ov16NSqViwYAHx8fF8+umn+Pn5cerUKTp37syCBQtYtmwZtbW1ZGdn07NnT9RqNRKJhMbGRmxsbPjtt98oKytj5MiRbN++XbBvUSgUt9RrdjWbNnE1X+R2YI3ttLQ0KioqKCoqori4uFnJJiAkydYYvXDhAt27d+f06dOUlpYKE92DBw9y6NAhZDIZxcXFggaBtfeytraW0tJSVCqVYNFn7fEsKysTFtb8/f3Jzc2ltrZWUDu2JgJLly4lLCyMfv36sX79eg4fPszFixcFsbbZs2ezdOlS3N3dqa+vF3a+u3TpQnx8PJWVldTX11NcXIytrS2pqakUFBSwatUqZs+e3czRIDMzUxQwFPlTud79d8OGDQwdOpSysjIiIiJISUkBEO6fR48eFXbAZTIZrVq1Yu7cuWzevJmzZ8+SmZnJ119/zcKFCzl37hxOTk5ERESQlZWFs7MzRqMRlUolVLqYzWYyMjIIDQ1FJpMJCfP58+fZuHEjFosFuVxO586dmT9/Pp9//jkGgwEPDw9+/vlnKisr6d+/P/n5+Wg0Gjw9PamqqsLBwQGVSkVpaSkdOnRg06ZNJCYmEh4eTmBgIGVlZZw4cYLy8nKmT5/OwoULr+jntiLqnoiIiIiA9Gae/Oqrr7Jjxw7BOsbX1/eKf/z8/Bg8eDBff/31nRqzyP/nRpS1r0dmZiavvPIKixYtYsmSJfTo0QO5XC5MshsbG3F0dBSEUnQ6nZA86/V6ampqhMk3gKenJxKJBAcHB3x8fHBwcODixYs0NjYCCDYl1dXVKBQKbGxsBOVjuDQpcXJyQq/XYzAYUCgUyGQyRo8eTXx8PGfPnhXGAJf8TePj4xk9ejRwaZe9qW2Jm5sbaWlplJWVUVZWRteuXQGEhP527E5bd0L69etHx44dxaRb5JZpaGjg888/Z8eOHRw4cIDjx4+Tm5uLXq8XJs/t2rXDyckJiUSCo6MjrVq1oqysjKSkJHx8fMjKympWfm5dCLW1tW02Abb6fKvVamFyLpVKUSgU6PV6YVfc0dERV1dXnJycBHs/mUyGnZ0der0eW1tbjhw5wr333su2bduEHldHR0eMRiNnz54lLi6O0aNHI5FIcHd3x8PDg9DQUPz8/CgqKqKoqAitVotKpRJUln/99VdKS0sZOXKksMhgZ2eHWq0WJ/IifyrXu/9mZ2cTHh5OdXU1EyZMwMvLi6qqKiorK6mtrUWn06FWq+nQoQMDBw4kICAAX19fEhMTm2nkWBfBa2pqMBgMVFRUIJfL0ev1WCwWVCqVYPlltQ/MycmhU6dOrFu3jt9++024XxqNRs6dO8eePXvo0aMH9vb2aLVajEYjiYmJODs74+joiFwup7GxkY4dO+Lm5kZ2djYGg4GwsDASExNxdHSkurqasrIy/Pz8KCsr4+jRozg5OREZGXnNakix3FlERESkBaXm4eHh/PLLLzz11FNs2bLlToxJ5Aa5FWXty1frDQYDe/bs4Z577hH6seRyOaGhodTX15OXl8fy5cubnWPAgAHU1NSQlpaGra0tarWagIAADAYDKpVKKI2zJuvWUtHy8nL8/f2FSX9QUBApKSm4ubnRpk0b4bmdO3emtraWLl268O233yKXy4VSO7iUaCclJQktDRKJBBsbGyQSCb169cLT05Pdu3djNpvJyclBqVTy0ksvodfrueeee+jZs6eYKIv8Jairq+Pbb78lNjaW7777rpkauVKpxNvbG29vb9zc3BgwYABfffUVnp6e1NXVCbZFVrshvV6PRqNpJnDp6elJeHg4x44dQyaTCTEG0L59e2QyGdHR0aSlpTXrM7W1tSUiIgJvb2+GDh3K2bNnBX0Ek8mEVqule/fu5OfnCxUrycnJABQVFREUFIREIhEm96NHj0an0xEVFcW8efMYNmwYfn5+uLm5UV5ejkqlEhbqVCoVEomE8vJyQkJCOHDggCBWZbU4EhH5s/i9+6/1en711VcpLi4GLi0+9+3bl2HDhgniZNZzNTY2IpFIhPslQGpqKtHR0SQlJQlVKNZe8rCwMNLS0rC3txdi2Vo95ufnx+7du3FycqK+vl4Yk0Qi4cSJE4wfP57MzEzhdXDpdyMnJwcfHx8qKyuJiYkhMTGRuLg44FLi7uLigre3N8XFxTQ2Ngoe5XBpwXD69Ols27btiu9CVDEXERERuUSLery9vLx+19brvffe48knn2zRoERujFtR1r7aar1VvMnajyWRSCgqKiIlJUW4uVr9QWtqaigrK2Py5MkcOnSIoqIiMjMzsVgsREdHc//995OZmUlqaiqRkZHCyrt1wp+dnc2UKVMwmUy88MILbNmyhYsXLwqTij59+jBz5kzOnDmDm5sbTk5OlJWVYbFYUCgUwoTFx8cHX19fXnzxRby9vTGbzfTt25chQ4Ywa9YsYTJjNpupqqpi1apV2NnZMWLECDHpFvlTqaioYPfu3cLOdlPxJW9vb9RqNa1atcLFxaVZ37V1kctsNpOVlUVVVVWzMmypVEqHDh2EBDkzM5O1a9cybdo0evfuTU5ODjY2NkJVzPDhwzly5AiPPPIIW7duJSkpCb1ej9lspkOHDkybNo1PPvmEoKAg6uvrSUlJEZLzjh07MmHCBDZu3EirVq2QyWT4+PjQqlUramtrycrKwtPTEy8vL2pqaggICMDe3p5Fixah0+nYunUrHTt2xGAw0NjYiL29PVKpFJPJhNFoxMbGBrVajVKpJCwsDLVafcstIiIit4Or3V8tFosgtjZhwgShAsvNzY3p06czc+ZM/Pz8SEhI4JdffhFep1AokEqleHl50a9fPzp06EBjYyN2dnaMHDmSjz/+GL1eT2hoKDY2NvTv35/x48ezcuVKzGYztbW1uLi4oFQq0Wq1qNVqysrKhCq0mpoapFIpFosFOzs7XF1d+eKLL6ivr8fR0ZHa2lpsbGxwcHCgR48eODo6IpFImDlzJkOGDCE3N5fw8HDUajWZmZnI5XJMJhMSiUSw+GvdujV+fn4cP35c1D0RERERuQYtFlezs7Ojvr6eCxcuCLuaVoqKinj55ZfFxPsOcyuetNdbra+rq2PBggX88MMPwgTbyclJ2MV++OGH6dixIzk5OSgUCp599lmysrKE/vCKigo2btzIY489xuHDh3n66adpbGwkISFBWNHv1KkTjz32GA8++CBPPfUUfn5+hIaGYjKZ6NOnD0eOHOHf//43Wq2WRYsWUVdXh6+vLzU1NdjY2ODq6oqbmxvFxcXk5eXx+eef4+PjQ/v27XnkkUfIysrimWeeISUlhd27dxMaGkp2djZ2dnYMHjyY4ODgW/7+RURulqKiInbt2sVXX33FL7/8IsQXQEhICOPGjSMmJobAwEBee+21q8a2TCYjKiqKxMREfH198fLyQq/XI5VK8fPzQ6fTMWLECGxsbDh58iSJiYn069ePtWvXkpqaSmNjIzqdjoiICGbNmsXLL79MeXk5r732GkOGDGHo0KFCuXlVVRXu7u58+eWXGI1GlixZwv33309xcTFyuZzU1FQ2btyIVColKCiIuro6Ll68CFxSN/f396eiooKKigphcv/aa68Bl+4hFosFmUxGeHg458+fRyaTYW9vL+zudenShZKSEiIiIoRExzqRB0hISLhpNwcRkVuluroag8HAiBEjMJvNFBcXs3v3btLT05tZaXbp0oV58+YxceJEVCqV8Pjl926ZTMa5c+d4/fXX+fjjj4mNjcVisaBWq4mKimL+/Pk0NjbS2NgoLGjFx8czb948tmzZIizAlZSU0KtXL3x9fSkuLkYqldK6dWvc3d2Ry+WoVCpqa2uprq5GrVbT2NhImzZtcHNzIzc3l9mzZxMfH8+BAwcICQlh3bp1KBQKRo8ezf79+/Hx8RFatazjVigUdOvWjdDQUGxtbXn00UcpKSmhsbERLy8vgoODxbgUERER+f+0OPHetGkTTzzxxBVq1oAglCVyZ7kVZe2rrdZXVVWRnp5OSUmJ8NjgwYOZN28ePj4+lJSUUFpaSl5eHhs3bhT+9vfddx8A+/fvJykpSZiE6/V6hgwZwqpVq+jbty8jR47EYDCgVquRy+VUVlby4IMPEh8fj6+vL4GBgQQEBLB27VqKi4tRq9XodDouXLiAv78/+fn5hIaGUlBQQPv27cnKyiIqKgqtVouXlxcmk4lvvvmG5ORk+vbtyxdffEH79u1ZsmQJUqmU2NhYhg8fztNPPy1OBET+MLKysti5cyexsbEcOXKk2SKlg4MDrVq1onv37rzyyisEBgYKx64V24MGDWLgwIEsXryYXbt2CS0bkZGRTJw4EVtbW+rr63n//fdJS0sjODiYvLw8Tp48idFopE2bNlRWVrJ//34KCgro2rUrGRkZVFZWkpubS2BgIHZ2djg4OCCTybCxsaFVq1ZIpVJWr17NtGnTgEtlqwEBAdxzzz1UVVXh6elJQkICUVFRnDlzhrq6OhQKBaGhodTW1tK7d2+SkpKQyWTodDrBotDT05OYmBgqKio4efIkcrkcuVwuWBueO3eOPn36EB4eLggYVlVV8corr7TIzUFE5FZoqmReXl7OuXPnhF5puFRx0qNHD5RKJR07dqRPnz7Nkm5ofu8+f/48VVVVNDQ0sH//fgoLC1EqlUKv9blz5/jiiy8YOHAgW7du5bfffkOlUuHg4MDOnTuZNm0affr0wcbGhoaGBvz9/Tl9+jQdO3aksLBQ0G+wVo64uLhw8uRJysvLAWjXrh3PPfccZrOZTz/9FIvFIixqOzk5UVJSwoEDB+jduzfTpk1j06ZNnD59GgcHBwwGA926dePNN99Er9ezbNmyq8akeL8VEbnzXMvaTLQZ+2vRYh9vLy8vhg4dSs+ePZt5IsOlEsqXXnqpWW/Rn8nd7mfYEk9aqw91Wloa5eXlgpe3lVGjRvHSSy/RpUuXa76XxWLhwIEDbNiwAYAhQ4bg5+cnKJH37t0bmUzGsmXLSE1NFUrT/P396d27N3V1ddx7773odDrWr19PamoqU6dO5cUXX8TJyYmQkBDg0kRm8uTJ7Nixg9LSUlJTU+nUqRNms5lRo0axYsUKnJycaGhoEATfli5dymeffYZKpSI6OponnngChUIhqo7/hbmb4vTChQvs2LGDHTt2cObMmWbHvL29hV7JpgrAV/N/r66uJi8v74odJIAvvvgCk8kkKIynpaWxe/dunnrqKbKysoTWjwceeICNGzcKCuNKpRJHR0e8vb2pq6vjtdde4+jRo3zyySfodDrat2+PUqlkypQpfPbZZ7z00kusWLGChIQE1Go1CxYs4NdffyU3NxepVIqtrS2urq7ce++9rF+/nunTp7Nz504SEhKEftPg4GBGjRpFYmIi7u7uNDY24uHhgY+PD2vWrKG+vp6XXnqJ8vJyampqUKlUVFZWUl1dzRNPPNEsma6urr4i6b7edyhye7mb4vRmqa6u5uWXX+bo0aNkZ2dTVlYmHLOzs2P8+PG0bt2a8+fPC2XmTa/JpvdPJycnPDw8SE9PJysrC1tbW9566y1qa2uxtbUVfLQ1Gg3l5eWsX7+ef//739jY2CCTyQgMDEQikdDQ0EBhYSHz5s1j5cqVhIWFER4ezsMPP8ySJUs4fvy4MJYePXqwaNEizp07R0VFBT169ODXX39l1apVPPfcc7z++us4ODgQFBTEhQsXUKvVeHt7U1BQwNNPP82PP/5I3759adOmDe7u7jg5OREcHIytra0Yk38x/slx+kfyV/LxvhZi4v3XosU73tHR0axfv/6ax/Py8lp6apGbpCWetI6OjoSEhLBlyxZhh1sikRAWFsa7777LoEGDfve9fv75Z2xsbJg1axYNDQ0olUqysrLYt28fOp0OV1dXQkJC6NChA506dUKn06FQKMjOzmbLli08/PDDpKamsmnTJsEPvKGhAVtbWzQaDWlpaQQGBlJdXc1///tfpk+fzj333MO5c+fo1q0bW7duZfny5ej1euzt7SkpKRH6yBsbG4UVfat1mGg9JHKnsFgsJCQksGPHDmJjYzl//rxwTCqV0q9fP8aNG0dwcDAffPDBVc9h7bluep1WVlaybt26q/oEf/vtt6SkpODk5IRCocBsNuPr64u9vT2JiYm4uLgACP3agGBDVFRUhK2tLdnZ2SQnJ7Nv3z5MJhNyuVyoNKmpqSE3N5fc3FxGjBiByWQiNDSU2NhY0tPTmTx5MqGhoTQ2NmIwGKisrKRr16688MILTJo0ieHDh6PVagkPD+fQoUMolUr69OnD6dOnUSgUHDt2jJ9//hkHBweqqqqYM2cO27dvx8bG5rqLiDfi5iDGusjtprKykjfeeINPP/20WaWfh4cHnp6elJaW0qNHD7777rtmr0tPTycnJ4fKysqren5PmDABnU5HXl4eZ8+exc3NDQcHBzQajbB4JpVKBcFFrVYrtPrBpR34wMBAwUbTKnr4xhtvEBERQa9evdDr9bi4uHDq1CkWL15MREQE1dXVaLVaXFxcWLBgAcHBwTz44INCyby3tzc1NTWUlpbi7u5OQEAAPXv2xM3N7Yq4TEhIEGNSRERE5AZoceLdv39/dDodSqXyqscjIyNbPCiRO4fBYODLL79k6dKlXLhwAbikHjxixAj+85//3LDSd3V1NTKZjMTERC5evEhdXZ3Qi/n444+zYcMGIiIisLOz48cffyQxMVGwAlMqlYL66b///W+h/NQ6wbAm6FVVVUgkEuzt7WnXrh1HjhwhMjKStWvXEhwcLCT4QDN1VrlcLtiwiNZDIncKs9nMsWPHiI2NJTY2lqysLOGYQqFg4MCBjBs3jlGjRuHh4QHA4cOHr3vOptfp9XyC16xZQ9++fcnIyKCqqqrZcesEXa1WC/+WSv/POdJa5GSNORsbGxQKhSCYJJVKsbGxoUePHrz66qs4Ojqi1+t56KGHaN26NW+++SavvvoqO3fu5PPPP0etVlNfX090dDSLFi1ix44dbNq0ibCwMEpLS1m0aBG//fYbERER1NTUsHz5ckwmEy4uLrRu3ZqamhpGjRpFYGAg+fn5BAYGEhUVdc3foVtxcxARuVlOnTrF6tWr2bJli6C4r1AoaNOmjbDQVVFRQVlZmXD8cvR6/TVj+bPPPmPAgAHo9XpsbGwoKysTdrytVWJNRcysbXzWmLZYLOTn59O6dWtefvllvL29UalUzJs3jyNHjuDm5ibcB3U6HXq9nhEjRuDn58err75KSkoKXl5eeHt706ZNGz799FO++eYbEhMTqampwWw2o9fradeuHb17977q5xNjUkREROTGaHHiPXLkSF5//XVmzJhxxbGioiL+97//8eijj97S4ERuHWtpW2lpKT/88ANffvkl+fn5wCXBtLlz5zJv3jwhMbgRMjMzOXDgAF999RXHjh3DZDIJ5WmZmZns37+fp556ivDwcOCSBV1aWhoWiwWTyYSXlxe+vr7k5ubS2NiITCYTSuEuXLhAeHg4GRkZwqp/YWEhZrMZLy8vCgsLee655zhy5AgDBgzg+++/p66uTrBOksvldO/enbS0NNF6SOS2YzQaOXz4MDt27GDnzp0UFRUJx9RqNcOGDSMmJoYRI0bg5OR0xetvxongeju7mZmZdO/eHX9/f7KysprZj6nVahwcHITFp4aGBgIDAykuLhbK0q0+3b169SIvLw+j0Yi9vT1qtRo7OzsmTpzI1q1b+e6776ivrycoKAgvLy+mTZtG9+7d2bJlC6mpqYJSskKhICkpiQ0bNjB+/Hi2bdsmOBy4uroye/ZsPDw8UCqVPP300xw6dIiqqioqKiqYNWsWu3fvZufOnUIf9/X6tW/FzUFE5EbQ6XR8/fXXrF69mmPHjgmPh4aGolQqad26NTKZTHjcGmuX93Jb0Wq114zl/Px8TCYTfn5+dO3alRMnTqBQKASHD41GQ3R0NGVlZYKooqOjo5Dke3p60qZNGw4ePMhXX32Fu7s77777Lvb29rRq1Yr8/HwKCwuRyWTCbnloaCiffvopZ8+eJTg4mJKSEi5cuEBycjK5ubkMGjSIqVOnsm3bNkwmExEREfj7+1/z+xJjUkREROTGaHHife+991JTU8OSJUtu53hEbiOZmZm8/fbbHDp0iKysLEGJ1MPDg+eee47HH3/8pm+I1l240NBQwdNXq9UKSq4eHh7k5uYSGRkp7Fg9++yzFBcXc/LkSTw9PcnPz0cqleLu7i6s8sOl3fi4uDgWLFjAoUOHBDEovV5PdHQ0AwcOZPv27Tg5OREQEMC9995LQ0MDBQUF2NnZ4ePjQ0BAAOPHjycuLo6QkBDRekjkltHpdBw4cIDY2Fji4uKorKwUjjk6OjJixAjGjRvHkCFDmvVsX42bcSK43i6RdRfb1taWkJAQGhoaMBgMKBQKnJ2d6dy5M9nZ2QCkpKQwatQobG1t+emnnzAYDNja2uLl5cXzzz/P5s2bqampwd7eHj8/P/r378+BAwfYv38/bm5ueHt7Y7FY0Gg0mEwmoqKi2L59u2DT19DQIAg4XbhwgSlTpqBUKomIiGDatGm89957FBUVUVpaioODA61bt+ahhx5iw4YNDB8+nO+++460tDQcHR2FXfr09HTef//9q/aG3oqbg4jI9cjNzeWjjz7i008/Ffq3FQoFEyZMYPbs2YSFhV3VbUCtVtOtW7dmvw1WgoKCBOG1q6FQKPDw8OCnn35i7ty5bNmyhczMTGpra4Ve6kGDBrFq1SoeeeQRHB0dBbs9vV6Pv78/ffv25YUXXkCpVFJfX49UKkUul5OZmSncm1UqFTKZjJqaGjQaDdnZ2bRt25aioiLBbkytVpOSksLo0aPZtm0bYWFhwiLfypUrr9BbsCLGpIiIiMiN0eLEe+jQobi4uODu7n5FGWNubq4guCXy55Camsq//vUvEhMThZu+ra0tgYGB3HvvvcyYMaNFq9DWXThfX1+AZvY/ZrMZV1dXYWJgxdo3npyczMWLF2loaKBNmzaUl5eTmppKUFAQqampKJVKzGYza9as4T//+Q8xMTGo1WqKiorIyclh06ZN5Ofn4+XlxXPPPYdSqeTNN9/EYDDQ0NCATCbj7Nmz7N27V9h5EFVVRVpCfX09e/fuZceOHXz77bfNLILc3d0ZNWoU48aN4/77779mu83VuBknguvFp0KhICIiggsXLpCeni7suAUFBTFkyBAGDx4svIfBYGD//v0MHTqUuXPnUlFRISTeNjY2PPnkk0yfPh2j0YhcLqeoqIhly5ZhNBqbORwAXLx4kTZt2tDY2IhKpUIqlWIwGNBoNLi7u2NnZ0fbtm1ZsmQJ/fv356233iI7O5uamhpMJhOFhYWCw0CvXr3w8PDg5MmTODs74+vrK3wOuHZv6K24OYiIXI7ZbObgwYOsXr2a3bt3C21Lbdq0YebMmUyfPh0vLy/h+Ve79sLCwgTF76ZYr8nfK7X29vbmv//9Lzk5OcyfP18QVauoqEAmk1FfX8+sWbPw8PDgo48+QqPRUFtbi8lk4qeffqKkpITXX3+d6upqgoKCSElJITg4mNTUVOHzaLVabG1tiYyMpLCwEIlEgq2tLVlZWYLNZ0NDg9B60tDQwLBhwzh//jx79uzBYDBcczFMjEkRERGRG6PFifejjz7KwIEDr3ncWjos8seSlZXF22+/zbp164QdbgcHBwIDA/Hx8UEqlZKdnd1isRPrBKJpSZ1EIhFKvYGrlnYHBQVRWFjIpk2bMJvNaDQa7rvvPg4ePMjjjz9OfHw8Z8+eRSaToVQqyc/Pp1WrVrz88svCBCMkJETofVOpVAwdOvSK8YWHh9O9e/ebUngXEYFLdnrffPMNsbGx7N27t1m/po+PDzExMcTExNC3b99m1/vNEhAQwMsvv/y7TgS/t4sUHh5OeHj4Nc9zI+9xOYcPH6aoqAiVSoXZbG62gCaTyfj1119ZtGgRDg4OQrWKxWIRlM2t1koqlYqSkhL2798vvN5kMmEwGMjJyUGr1bJgwQLKysoICQnBYDA002mwcq2E5Ua/QxGRa1FTU8P69etZs2YNqampwuMDBgxg9uzZjBo16qpxfr1rz9fX96qPWxPi6+0IOzs7X3H9/p5jyeHDhzl16hRwKVYuXLjAvHnzeOedd1i3bh15eXmcOXNG0E8JDAzkoYceEuZnCoUChUIhLM5b28EUCoUQq01L7a8nlCbGpIiIiMjv0+LZ4/WS7szMTB5//PGWnlqkBZw9e5a33nqLLVu2CJNlZ2dngoOD8fT0vMJXvaViJ9aEurKykoiICFJSUpodv15pd2VlJaWlpQB89dVXPPHEE9TX17Nz507uvfdepk6ditlspnXr1pjNZpYtW0ZNTY2QbKvVaiIiIgSLk6vREoV3kX8upaWl7Nq1i9jYWA4ePNisJDQgIIBx48YRExND9+7dm1X23Co3cp3e6C6S9TyXWxX5+vq2yO3AWpJqrWSxWCxIJBJkMhlmsxmDwUC/fv3Izc2lrq5OKHvXaDSMGDECNzc3tm/fzpQpU5qd2yrqZjabKSkpoaysDK1WK/wmuLq6XnU81/t+xFgXuVlSUlJYvXo1GzduFLQRHBwcmDp1KrNmzSIsLOx3z3Gta+96jzf17ba2hnTo0IGZM2deMzn9vWu8aXxYk2m9Xo9OpyM1NZWIiAhGjhwpWHxmZGTw5Zdf0qdPH8LCwjh16hQKhQKVSiXEeXh4OElJSZhMpqv2rF9v7iDGpIiIiMj1afm2DXD69GnS0tLQ6/U0tQPXarXExcWxZ8+eWx6gyPU5duwYS5YsIT4+Xnhs8ODBTJgwgV27dl2RcFtpqdiJdRfu1KlTTJ48ma1btwrJt52dHVFRUdcsLbPaG8Glvtk1a9bQv39/7rnnHvR6PSEhIWzYsIH4+Hhmz55Nq1atyMzMFHbUbW1tBeElsWdMpKXk5eWxc+dOYmNj+fnnn5vttIaHhws729HR0deMnz+KG91FyszMvKpV0bUEyq6Fn58fJ06cEBbVmu742dnZERERwdmzZxk2bBgHDhwgLi5OOB4VFcV9993H9u3bMRgMzeIduOK7dHBwID8/X3ivpmXm1vGLcS5yOzAYDOzcuZPVq1c3cxbo0KEDs2fP5uGHH8bBweGOjiEgIIDZs2dz5MgRKioqBK/6devWXbN3+vdoWhVjjR+rZkpWVhZpaWls2bJFEE/U6XSEhIRw7tw5Fi5cKCyGW63JoqKiGDFiBEuXLmXo0KFX7VkXhdJEREREWk6LE++3336bhQsXCv/fNPGWSCTX3JEUuXUsFgsHDx5k8eLFHDp0CLj0nY8dO5bnn3+erl27Ul1dzdmzZ2+72EnTlfs9e/YwYMAAxo8fj1QqJSIigvDw8Guu3gcHB9OtWzdOnjyJVCrFzs6OM2fOcOLECSIjI+nevTs//vgj7du3x9nZmV69elFeXk52drZghyL2jIm0hLS0NMH268SJE82OdenSRdjZDg0N/ZNGeG1+bxfperZj1+rJtL7u8h1yZ2dnBg0ahKOjI5988kmzRbXBgwfz1FNPsW7dOk6cOMH48ePp27cv5eXl2NjYUFhYyN69e4FLvzFN4x0ularLZDJMJhO9evWisbFRWMCLi4trVm0gxrnI7aCwsJC1a9eydu1awYFAJpMxduxYZs+ezb333vuHLa5VV1fzwQcfXFXd/HpxerXzNI3b2bNn8/HHH5OcnIydnR3Z2dn06tWLpKQkYmJiMBgMJCUlYTabcXBwIDg4mGHDhnHy5En69u3L9OnTycjIQKfTkZ2dzUcffUS3bt2YMmUKGzdubPbe4mKYiIiIyK0hsTTNmG8Cf39/xowZw/3338++ffvo3r077dq1A2Dfvn3079+fwYMH39bBthTrDaqmpuZvvVprNpuJi4tj8eLF/Pbbb8Al+6yHH36YBQsW0L59+2bPz8zMvGaZaktW15vye71n13pNYmIip0+fxmKxcPbsWb7++ms6dOjAgw8+yK+//sqMGTM4ePAgH3zwATKZjJiYGHr37o2Pjw/e3t7CTf9qCYPI35vbGacWi4WUlBR27NhBbGwsycnJwjGJREKfPn0YO3YsMTExglDg35WEhAQWLVp0zeOvv/76FYl7ZmYmK1asIDk5WVBDj4qK4umnnyYgIIDq6mry8vIoKSmhsbERLy8vgoODcXZ2Fn5XcnJyGDZsGFu3biUrKwt/f39sbW2b/cYkJCTw4osvcvLkSZRKJYMGDaJjx474+PgI3sf19fX85z//ob6+XuwN/RvwV7+fWiwWfv75Z1avXk1sbKywoOPl5cWMGTOYOXMmrVu3/sPH1ZI4vZxrxe2sWbPQ6/UUFRVRXl6OnZ2d0Ls+cuRIQkNDBcuy1NRUTpw4QWBgIP/617/48ssvcXZ2xtXVFZ1Oh6+vL61btyY5ORm9Xk9lZSWnTp3C19f3tswdRP4Y/upxercgmfbcnz2EFmP54p0/ewj/SFq84+3t7c3KlSsBiIyM5MMPP+Thhx8GoG/fvixcuPAvk3j/3TEYDGzevJmlS5dy/vx54JJ9yfTp03n22WeFBY/LuZNiJzfby2UthbVajTk6OhIZGcmECRMoKyvjjTfeoKqqirKyMh5++GHeeOMNwfYoMjKSbt26NTvPrZbUitx9WCwWfvvtN3bs2MGOHTuaLTjJ5XLuu+8+YmJiGDNmzF1VkfN7eg2XH6+urmbZsmXs37+/mf93Xl4eBoOBt956SxB6ioyMvOJ8TX9X6urqePfdd2lsbKShoeGK35iOHTuydu1a0tPTMZvNfPHFF8TFxWEwGIQe12effZagoKArxpiQkCAuroncMPX19WzatInVq1c30x7p3bs3c+bMISYmRijD/jO42Ti9nBuJ2+joaKqrq8nJyWHx4sVotVqMRiNubm54enpSVlaGm5sbQ4cOFeLUz89PiGWVSsX69evJyckR3EICAgJ4/vnnhYW3a41NXAwXERER+X1anHhLpVLy8vJo27Ytvr6+pKenc/bsWcLDwzEajUIJtEjL0Wq1fPbZZ7z99tvk5uYC4OTkxJw5c3jyySfx8PD43XP8FcROrKWwubm5DBs2jC+//JKjR48Cl/o8e/fuzdSpU/noo484e/YsjY2NHDhwQHj9Pffc0+w8N1tSK3L3YjKZ+PXXX4Wd7fz8fOGYUqlk8ODBjBs3jpEjR15VvOtu4Pd2My4/npaWdsXkHUCj0bB//37+85//CAtd1+Jmfld8fHywtbXllVdeoaKiArVaLfh1l5SUsHbt2maxKy6uidwMFy5cYM2aNaxfv15IXm1tbXnooYeYNWsW0dHRf/IIL3GzcXo5Nxq3V1NHt+Lj43PFY9ZYrq6u5pVXXiEnJwf4P8Xz8vJyNm/ezMsvv3zVc4rxKiIiInLjtDjx/te//oWvry8uLi789NNPLFiwgD59+jB48GCSk5Ob+d6K3BzV1dWsWbOGd999l7KyMuBSmdzTTz/NE0888bcrG7J6f/fs2ZOtW7eSlJQkHKurqyMzM5PS0lKGDBnCzz//jIODAwMGDBDUlZuWl2dkZKBQKOjevTt+fn4YjUbUajVyuZz8/Hwx8f4HoNfrOXToEDt27GDXrl1CjADY29szfPhwxo4dywMPPHDHBZP+Cvye7djlPZklJSVoNBqUSiVDhgzBz88PvV6PUqkkLy8PnU5323ebrbF7NZpaFBUWFrJ48WLOnTuHQqFArVajUCjExTWRZhiNRr755hs++OADDh48KDweHBzMrFmzmDZt2l/uOrnZOL2c68VtVlZWs9/Ba3G9nekbjdGm5zEYDHz88cfk5+c3E0cU41VERETk6rQ48Z41axaurq6cPn2aVq1a4ebmxvLly1mwYIHQX3Q7WbNmDW+88QZms5m5c+fywgsv3Nbz/xUoKSnh3XffZc2aNcLKvZ+fHwsWLOCRRx65qrXH3wHrZ3F1dSUlJeUKMRuz2UxaWhoTJkxg586d5OTksGrVKkHQaeDAgTg7O1NbW4tCoeCBBx7gwIEDvPPOO8ICj1VN3c7ODn9//z/8M4rcWRoaGti3bx+xsbHs3r2b6upq4ZizszOjR48mJiaGQYMGCbup/xRu1HbMyv9r787joij/OIB/FhCQQ1BEEbk8UlHyiDzzQPJIE4+8NX8mah6YpnlnaaWhaakZ3piW5ZVXlnfiWR6VZuYtkFcCgQIenPv9/cFrJ9ZdYEH2QD/v14uX7syzs9+Zne/OPDPPPI+9vT3s7OwwfPhwbN26FV999RWAnBYCM2fORGRkJP7991+d5TzJ3StDmtlGR0fj6NGj2LFjhzJdk88ODg75jiFMz4b4+HisXLkSS5cuxY0bNwDktL7r1KkTwsLC0KZNm2Id9q84FTZPH5dX3gI5x7+BAwfm+/6C7kwb2hQ+93I6duyIHTt2aOWpBvOViEjXEw0n1qdPH/Tp00d5HRoaitDQUGRlZRV5nGh9Tpw4gQsXLmDnzp04cuQI3n77bdSsWRM9evQots8wp9jYWMydOxerVq1CWloagJxhjSZPnow+ffpoDelTEmnu0GvWLXfvxkDOiZOVlRXu37+PgIAA3L9/H7Vq1ULp0qVx69Yt5cp5mTJlEBgYiB9//BFHjhzRalVx9uxZZfv16tWLV9mfAqmpqfjxxx+xefNm7Nq1S6uJZYUKFZTO0Vq3bq0zFNWzpjD9OVSsWBGDBg3C1q1btVqfhISE4Ouvv0ZcXBxq166tbNPiuHtVUCud0qVL4/PPP9fp6O7BgweIiYlBjRo1UKpUqWI9rlDJICI4ceIEvvjiC2zatAkZGRkAADc3NwwdOhTDhg0rMT1tP0m/K3nlLZAzdNiaNWsQEBCQ5wgGBT2mZUhT+MeXozmmP56nGsxXIiJtRqnRaZ5NHj++eHr7e/DgARYtWgQgp7Oeo0ePIioqqsRXvM+fP4/Zs2fj22+/VSqhjRs3xtSpU9GpUyeLvXJfWJomdpo79iqVCg4ODnj48CEcHByQmZmJ7OxslC1bFv3798euXbu0TgI0V879/Pzg7e2N9evX6zzKYG1tjfPnzyM7O5tX2Uu4r7/+Grt27cK+ffuUk2wA8PHxQffu3dGtWzc0a9YM1tbWZozS8hj63LW3tzcaNmyIiIgIren+/v744YcfYGdnh0ePHuk0HX2SvCqoma29vT2uXbumdzi3Bw8eKPGUtMdsqOgePnyI9evXIyIiAr///rsyvVGjRggLC0OvXr1KZCuwova7klfeOjs7w9fXFzdu3MgzRw1pRm5IU/jHl5N7++fOUw3mKxGRNoMq3gEBAXj48KFBC1Sr1UhMTESDBg2KreIdHBys9VoztFRe0tPTkZ6erry2tKuuJ06cQHh4OLZv365Ma9u2LaZMmYKgoCCTjStqKpomdvv370dAQADOnTsHa2trVKxYEV5eXlCr1WjSpAnc3Nzw3XffITMzU2cZKSkpcHV1RYUKFXS2j7W1NRwcHKBSqZCWlmZx3zfpl1eejho1SplWo0YNdO/eHd27d8cLL7zw1OWGObi6usLGxgaenp4QEajVaqXVSalSpaBSqfLMwSf5zPya2d66dQsAkJSUpPxG5JaZmckxhM3E1MfTa9euYcmSJVi1ahXu3r0LIOcxiD59+iAsLKzAjv+eVnnlrUqlgqura74tQgxpRm5IU/jHl/N4vub+3WC+mpaln/cSUQ6DKt6tWrXCqlWrULduXZQuXRoqlQqpqan4/fff4eXlhWrVqmmVV6lUKOLw4Ab566+/MGnSpDznh4eH44MPPjDa5xeFiOCnn35CeHg4Dhw4ACBnO3Xr1g1TpkzBiy++aOYIjatq1aro1asXGjRogMWLFyM6OlrpOKl69ero378/Pv74Y70n/MB/V849PDzg4uICJycniAhUKhWsra2VCpm9vT2vspcQeeVpQEAAevbsie7du6N27dqsbBuBh4cHPD098ejRI2U8YBcXF6UVgb6m+0+aV/k1s9WcJP7222/o06cP1q9fr1X5rl27tkHPwVLxM8XxVK1WY/fu3YiIiMCuXbuU8wc/Pz+MGDECoaGhKF++vFFjKAn05a3mOArknaOG9qheUFP4x5fzeL5q4jD0uXUqPpZ43ktEugyqeI8dOxbVq1fH2LFjlWn9+/fHuHHj0K9fP53yt2/fxurVqwsVyLRp03TucmiEhIRg8ODBAICoqCh06NAh3zveU6ZMwbhx45TXKSkp8Pb2LlQ8xUWtVmP79u0IDw/HqVOnAOSMKfz6669j0qRJqFWrllniMgdXV1c0bNgQ8+fP1zmwA1CGpXtc7ivnfn5+qF+/Pm7duqUzrEpAQIBWL+hk2fLK02PHjvHiiZH5+fnB399fK9/u3buHgIAAxMTE6HRQV1x3r/JqZpu7meuuXbsQHByMHj16IC0tDW5ubmjTpo3eoZDI+Ix5PE1KSsKqVauwZMkSREdHK9NfeeUVhIWFoUOHDnykJBd9eauRX44Wpkf1/JrCP76czMxMJV8HDhyIypUrw83NzeDn1qn4WNJ5LxHlTSUG3prWVJI0goKCcPDgwTzL9+jRA999990TB5hbamoqZs2ahdmzZxfqfZqhM5KTk012Qp+ZmYlvv/0Wc+bMwYULFwDkdCA0ZMgQjB8/Hj4+PiaJoySJjo7Os5lb7h6Vo6Oj8cknn2iNaRoQEIChQ4eicePG7NW8hDJHnj7LHs+3UqVKoVevXjh48KDS9Bsw3Zi8huY/mVdx5Olvv/2GiIgIrFu3Tumgy9XVFaGhoRgxYgSqV69enCE/VYqaJ8WVX8zTkoHHU9NQvVE8j9Sag6yeZ+4QnkkGV7wf98ILL+DIkSNwdHTUmXf58mU0atRIa8ifJ5WVlYWPPvoIkyZN0hqywhCm/AHSdCw3d+5cXL9+HQDg4uKCsLAwvP3223B3dzfq55d0uccZza/H13v37uHKlSuIi4uDvb09KlasCG9vb15lL8F4omB6+vINQJF6XTZWPMxpy1LUPE1LS8OmTZsQERGBEydOKNPr16+PUaNGoW/fvoU+tj+riponxZVfzFPLx+OpabDiTYVV5Ir3jBkzsHfvXsyfPx8NGzaElZUV0tPT8f3332PixImoVq0a9u/fXyxBqtVqjB8/Hn369EGFChWQnZ2NrVu3YtiwYXB2di7w/ab4Abp37x4WL16MBQsWICEhAUDO8B9jx47FiBEj+MNHVACeKBBZvsLm6fXr17F06VKsXLlSOTaWKlUKPXv2RFhYGJo2bcp+HIiKGY+npsGKNxVWkYcTmzZtGi5duoSmTZsqHfMkJiYCyLnDu3DhwmILcujQoVi1ahXmz5+vTHvllVeKrdf0JxEXF4cFCxZg8eLFSgdBfn5+mDhxIt544w2dZyWJiIieZiKC/fv3IyIiAjt27IBarQYAeHl5Yfjw4RgyZAgqVqxo5iiJiIhMq8gVbxsbG6xbtw59+/bFl19+iYsXL6JSpUpo3rw5Jk2aVKzPMEdGRiIyMrLYllccYmNjMXfuXKxatUp5Rq1OnTqYMmUKevfuDRsbowyRTkREZJGSk5OxZs0aLF68GJcuXVKmBwcHIywsDJ07d+axkYiInllPfATs3LkzOnfurDN948aN6NWr15Mu3uKcP38es2fPxrfffovs7GwAQOPGjTF16lR06tQJVlZWZo6QiIjIdP78809ERERg7dq1SoeXTk5OGDhwIEaOHInatWubOUIiIiLze+KK97///otHjx5pjdt9+/ZtvPXWW09VxfvkyZMIDw/Htm3blGlt27bFlClTEBQUxGfUiIjomZGZmYmNGzfiiy++wJEjR5TptWvXRlhYGAYMGGBQHyxERETPiiJXvPfv34/Bgwfj5s2bxRmPRRER/PTTTwgPD8eBAweU6a+99hqmTJmCF1980YzRERERmUedOnUQFxcHALC2tka3bt0QFhaGVq1a8UI0ERGRHkWueA8ePBhVqlRBnz59dIYASUxMxLJly544OHNRq9XYvn07wsPDcerUKQA5z7T3798fkyZNgr+/v5kjJCIiMp+4uDhUrFgRw4YNw5tvvonKlSubOyQiIiKLVuSKt6enJw4ePJjn/Dt37hR10WaTmZmJdevWYfbs2bhw4QIAoHTp0hgyZAjeeecd+Pr6mjlCIiIi84uMjMTrr78OW1tbc4dCRERUIhS54t2mTRuISJ5NygYNGlTkoEzt0aNHWLVqFebOnYu///4bQM6QaGFhYRgzZgwqVKhg5giJiIgsR48ePVjpJiIiKoQiV7xHjRqFJUuWYOTIkTrz4uLiMHz4cKUSa6mSk5OxePFiLFiwAPHx8QCAihUrYuzYsRg+fDhcXFzMHCEREREREZmL6o3x5g6BnhJFrnhXr14dDx8+xFtvvVWc8ZhEfHw8FixYgIiICKSkpAAA/Pz8MGHCBAwaNAilS5c2c4RERERERET0tChyxTsoKAhqtRrly5fXGrtaRHD9+nUcOnSoWAIsTtevX8fSpUsRGRmJtLQ0ADlDn0yePBl9+vRBqVKlzBwhERERERERPW2KXPEeMmQIunTpkuf8Vq1aFXXRRlOvXj2o1WoAQKNGjTBlyhR07txZ68IBERERERERUXEqco2zc+fOAHI6Jrt06RIAICkpCZmZmQBgkXe81Wo12rRpg59++gnHjx9H165dWekmIiIiIiIioypyrTM7OxsTJ05E2bJl0bFjRwA5w3H17t0bK1asKLYAi9OBAwewb98+BAcH59kbOxEREREREVFxKnJT84kTJ2LRokWoX78+Hjx4ACCnR/Bly5bBy8sLGRkZCAsLK7ZAi0NgYKC5QyAiIiIiIqJnTJHveK9btw579uzBqVOnULFiRWW6u7s7PD09MXfu3GIJkIiIiIiIiKgkK/Id75o1ayI4OBgAtJptP3r0CLdu3YK1tfWTR0dERERERERUwhX5jne5cuUQHx+vM3369OnIyspCgwYNnigwIiIiIiIioqeBwXe8Hz58CAcHB+X1lClTEBwcjLfeegt3797FunXrsHnzZmzZsgWlSpVCeHi4UQImIiIiIiIiKkkMuuO9efNmuLq6YtWqVcq0hg0bIjIyEuvXr8e5c+fQv39/bN26FQ0bNsTu3bstchxvIiIiIiIiIlMz6I73u+++i8DAQLz66qta0xs3boyoqCikpaUhKSkJZcqUgZOTk1ECJSIiIiIiIiqJDLrjbW1tjcOHD2v1Xp67Em5vbw9PT0+tSvfkyZOLMUwiIiIiIiKiksmgine9evWQnp6uNe3Ro0d5ls/OzsbmzZufLDIiIiIiIiKip4BBTc0nTZoEf39/eHp6wsHBASqVCmfOnFGGE8stOzsb0dHRuH37drEHS0RERERERFTSGFTxrlevHg4dOoR58+bh5MmTuHv3Lh49eoSYmBidsmq1GomJicUeKBEREREREVFJZPBwYlWrVsXixYuV161bt0ZUVJTesomJiQgICHjy6PRISkpCQEAAfv75Z/j5+RnlM4iIiIiIiIiKi0HPeOvTo0ePPOe5ublh9uzZRV10vmbNmoV//vnHKMsmIiIiIiIiKm5FrniHhYUp/3/w4AEAICsrS5k2cODAJwhLvw0bNqB9+/bFvlwiIiIiIiIiYylyxRsAFi9eDC8vL9SrVw8AEBMTg969e2Pv3r3FElxut2/fxsWLF9GuXbsCy6anpyMlJUXrj4gsC/OUyPIxT4ksH/OUqGQw+Bnvx3388ceYNm0a3Nzc4ODgAAB47rnnMGfOHNSoUQPffPMNevbsWWyBzps3Dx9//LFBZcPDw/HBBx8U22cTUfFjnhJZPuYpkeVjnhYP1RvjzR0CPeVUIiJFeaOXlxfCw8MxYMAAnY7W/Pz84ODggPPnzxu8vGnTpuHcuXN653Xo0AGNGjVCgwYNcoJWqRATE5Nn52rp6ela446npKTA29sbycnJKFOmjMExEZHxME+JLB/zlMjyMU+Lx7NU8ZbV88wdwjOpyHe8fX19MWDAAAA5FWGNrKwsxMXFFXp5M2fOzHNejRo1EB8frzWtbt26WLp0Kfr166dT3s7ODnZ2doWOgYhMh3lKZPmYp0SWj3lKVDIUueLt6uqK+/fvw8nJCblvmn/++edIT0/H888/XywBAsCBAwe0Om6rUqUKdu7cifr16xfbZxAREREREREZQ5Er3qNHj8Yrr7yC9957D2lpafjll1+wefNmLFiwACqVCu+//36xBenl5aV3mpOTU7F9BhEREREREZExFLni3b59ezx8+BAjRoxAbGwsmjdvDhGBh4cH5syZg+7duxdnnEREREREREQlUpEr3gDQrVs3dOvWDVevXkV8fDxcXFzg7+8PK6snGqWsQEXsD46IiIiIiIjI5Ipc8c7OzsaNGzcQFxcHV1dXNG3aVKuTNSIiIiIiIiICCn1r+ubNmwgLC0O5cuVQrVo1NGvWDLVr14abmxvGjh2LpKQkY8RJREREREREVCIVquJ97NgxBAYGYsmSJUhNTYWjoyMqVaoEBwcH3Lt3DwsXLkSDBg0QHR1trHiJiIiIiIiIShSDK94pKSno3bs3kpOTMXnyZFy6dAkpKSm4efMmUlNTceHCBYwbNw537txBSEgIsrOzjRk3ERERERERUYlgcMU7IiICycnJOHz4MD7++GM899xzWvNr1qyJefPmYf/+/YiNjcXatWuLPVgiIiIiIiKiksbgivf+/fvx6aefolGjRvmWa9GiBebMmYOtW7c+cXBEREREREREJZ3BFe87d+4gNDTUoLJDhw7FpUuXihwUERERERER0dPC4Iq3h4cHbGwMG33Mzs4O7u7uRQ6KiIiIiIiI6GlhcMW7sGN0Z2VlFToYIiIiIiIioqeNwRXvwg4RFhsbW9hYiIiIiIiIiJ46hrUdR05F2sfHx+AFx8XFFSkgIiIiIiIioqeJwRVvAEhNTYWrq2u+ZUQE9+7de4KQiIiIiIiIiJ4eBle8R44ciS+++MKgsiKC3r17FzkoIiIiIiIioqeFwc94v/baawYvVKVSoV+/fkUKiIiIiIiIiOhpYvAd7+Dg4EItuGvXroWNhYiIiIiIyCRUb4w3dwhmkdd6y+p5Jo7k2WLwHW8iIiIiIiIiKjxWvImIiIiIiIiMiBVvIiIiIiIiIiNixZuIiIiIiIjIiFjxJiIiIiIiIjIig3s1JyIiIiIisiSF7ZmcPXfnLb9taWnbLXeslhZbXnjHm4iIiIiIiMiIWPEmIiIiIiIiMiJWvImIiIiIiIiMqMQ94/3jjz/i2rVrqFq1KoKCguDk5GTukIiIiIiIiIjyVKIq3jNmzEDFihUxevRoc4dCRERERERETyivTt1KSqdphioxFe9vvvkGsbGxmDFjRoFl09PTkZ6errxOSUkxYmREVBTMUyLLxzwlsnzMU6KSoUQ8452RkYEJEybA29sboaGh6Nq1Ky5fvpxn+fDwcLi4uCh/3t7eJoyWiAzBPCWyfMxTIsvHPCUqGUpExTsqKgrp6ekIDQ3FqlWrULlyZbRr107r6l5uU6ZMQXJysvJ348YNE0dMRAVhnhJZPuYpkeVjnhKVDBbT1HzatGk4d+6c3nktWrRAlSpVUKVKFQDA5MmTsXjxYhw6dAjt2rXTKW9nZwc7OzujxktET4Z5SmT5mKdElo95SlQyWEzFe+bMmXnO++STT5Cdna289vb2hqurKxITE00RGhERERFRifesdGKVn7y2AeWvOLabZj8zdFlF2V9zv6c4yhWnEtHUvG7durh69SpERJlmY2MDf39/M0ZFREREREREVLASUfFu27Yt/Pz8sHv3bgDAlStXUKtWLdSvX9+8gREREREREREVwGKamufH2toa27dvx5QpU3D58mVER0dj3bp15g6LiIiIiIiIqEAlouINAFWrVsWGDRvMHQYRERERERFRoZSYiveT0DwbnpKSYuZIiJ4dzs7OUKlUBpdnnhKZHvOUyPKZIk9LSk5vPnMHnx2IQbY6Zx1z9/9Elq/K5B+LZTl+jy3n8dd5TVcBUKly/s2t+tSd0KSYZp5KpfqvnJ55jy/33AftC8xTlTwDe+zNmzfh7e1t7jCIninJyckoU6aMweWZp0SmxzwlsnzM0/9UGrQIthWqmO3z1RlpkKwMs31+YaisrKAqZQ+V9TNxn9Xszk5tUWCePhMVb7Vajdu3bxf6iuHjUlJS4O3tjRs3bhTqB9DcGLdpMe4chc035injNiXGnYN5WjiM27QYdw7maeEwbtNi3DkMybdn4hKIlZUVvLy8im15ZcqUKVE7lgbjNi3GXTjM0xyM27QYd+EwT3MwbtNi3IXDPM3BuE2LcResRAwnRkRERERERFRSseJNREREREREZESseBeCnZ0dpk+fDjs7O3OHUiiM27QYt3mV1PVg3KbFuM2rpK4H4zYtxm1eJXU9GLdpMW7DPROdqxERERERERGZC+94ExERERERERkRK95ERERERERERsSKNxEREREREZERseJNREREREREZESseBtg6NChUKlUUKlU6NKlS57lVqxYgQkTJmDIkCE4c+aM6QLUY/HixfD09ISHhwdmzZqVb9nr16+jVKlSyjqePn3aRFHmePDgAcLCwjBt2jS8/fbbSE9P11vu+++/x5gxYzB8+HDs37/fpDHqs2XLFlSpUgVubm4YM2YMsrKy9JZ78OABypUrp2zfrVu3mjhSXbNmzVLiqVevnt4ylra9C8I8NS7mqekxT5mnhVUS87Qk5yjAPGWeFh7z1PQsJk+F8nXnzh0ZPXq07Nu3T/bt2yfXr1/XW27//v3SpUsXERFJTU2VOnXqyP37900Y6X+OHz8uo0aNktOnT8vnn38uVlZWsmnTpjzLv/fee7Jr1y7Zt2+fHDx40ISR5hgwYIBs2bJFRETWrFkjY8eO1Slz4cIFadiwoajVasnOzpYGDRrIzZs3TR2q4u+//5YBAwbIr7/+Kl9//bU4OjrK3Llz9Zb9/PPPZePGjco+lJWVZeJotaWlpcmwYcOUeC5fvqxTxtK2d0GYp8bHPDUt5mkXEWGeFlZJy9OSnKMizFPmadEwT03LkvKUFe8CvPvuu7J27VrJyMjIt1z79u0lMjJSed2xY0dZsWKFscPT66efftJ63atXLxk5cqTesnfv3pWOHTvK33//bYrQdNy6dUvs7e3l0aNHIiISHx8vpUuXlpSUFK1yw4YNk/fee095PXLkSHn33XdNGmtuhw8flszMTOX1xIkTpWPHjjrlsrKypF27dnLx4kVThpevFStWyOzZs+XBgwd5lrG07V0Q5qlxMU9Nj3nKPC2skpinJTlHRZinzNPCY56aniXlKZua5yMzMxObNm3C66+/Dm9vb+zdu1dvuezsbBw6dAi+vr7KtOeeew6HDh0yVahagoODtV57enrCx8dHb9mNGzfiwIED8PX1xYABA3D//n1ThKg4ePAgypcvD3t7ewCAu7s7bG1tcfLkSa1ymhg1zLl9AaBFixawsbFRXue1jffu3Ytjx46hVq1aaN++PeLj400Zpl5r167F1KlT4eHhgbVr1+otY2nbOz/MU+Njnpoe89Qy1ot5alwlOUcB5qmlrBfz1LiYp8WHFe98lCpVCpcuXcKtW7fQuXNnvPrqq/jjjz90yiUlJSEtLQ3lypVTpjk7O+P27dumDDdPf/31FwYOHKh33ptvvonU1FR8//33OHjwIAYNGmTS2G7duqW13QD92+7xcpa0fQHg1KlTGDFihM70Dh06IDU1FYcOHcKtW7cQEhICtVpthgj/c/DgQcTHx2PMmDH43//+hx9//FGnjKVv79yYp8bHPDU95qllrhfz1LhKUo4CzFNLXS/mqXExT4vOpuAiT7dp06bh3LlzeueFhIRg8ODB8PT0xPLly5GWloaIiAgsX75cq5xKpQIA5eoVAGRkZKBUqVJmjRsAoqKi0KFDB3h4eOS5LBsbG4SEhOC5555D3bp1cfv2bXh6ehol7sepVCqt7Qbo33aPlzP29i2MK1euoGLFiqhbt67e+SqVCi1btkRUVBRq1aqF48ePo1mzZiaOUpubmxs++ugjqFQqLFy4EK+++qrWfEvb3sxT5umTYp4aH/OUefokSmKOAsxTDeapYZin5mEpefrMV7xnzpxpcNmwsDDMmDFDZ7qbmxtsbW2RnJysTEtNTTVqEhsSd2pqKvbs2YPZs2cbtMxatWrh5Zdfxo0bN0z2A+Tp6am13QDg/v37Op//eDljb19DZWVlYfny5QgPDy+wrLu7O3r16oUbN26YIDLDhIWFYdOmTTrTLW17M0//wzwtPOapaTBP/8M8LZySnqMA85R5ahjmqXmZO0/Z1LwQrKys8MILL+hMV6lUCA4OxuXLl5VpV69eRevWrU0ZnpasrCzMmzcP77//fqHe5+joCH9/fyNFpSsoKAg3b95ERkYGACjNOho1aqRV7uWXX7ao7asxd+5cTJgwAba2tgaVt7GxQf369Y0bVCHktU9b6vY2BPO0+DFPzYt5yjw1REnO05KeowDz1NzrxTw1PuZpMSj27tqeIteuXZMNGzaIiEh6erqMGDFC7t69KyIiarVa3nvvPfnnn39ERGTHjh3Sr18/ERFJTk6W2rVrKz0Wmlp2draMHTtWTpw4ITExMXL16lWZO3eupKSk6MT99ddfy40bN0RE5MiRIzJ//nyTx9u9e3fZu3eviIh8+eWXMn78eBERmTt3rtIz4pkzZ6RFixYiIpKZmSn16tVT1sFcPvroI9mzZ4/ExMTItWvXJDIyUq5cuaIV97Zt2+T8+fMiInLx4kWZOnWqOUOWhIQE+fLLLyUrK0vUarVMnDhRoqOjRcTyt3demKemwTw1HeYp87SoSmKelsQcFWGeMk+LjnlqOpaWp6x45+P48ePi4eEh9erVkxEjRmiNZfjw4UPx8/OTX375RZkWHh4u7777rowYMUL++OMPc4QsIiKhoaECQOvvlVdeERHduF9//XUpW7asvPbaa1rDQphSQkKCDB48WD766CMZO3aspKeni4jICy+8oDUO46pVq+Sdd96Rt956Sw4cOGCWWDU+/PBDnW1cq1YtEdGOe+rUqeLs7CyvvvqqzJs3T7Kzs80ZtkRHR0vVqlXlueeek9DQUDl37pwyz5K3d36Yp6bBPDUd5inztKhKWp6W1BwVYZ6KME+LinlqOpaWpyoRkeK/j05EREREREREAJ/xJiIiIiIiIjIqVryJiIiIiIiIjIgVbyIiIiIiIiIjYsWbiIiIiIiIyIhY8SYiIiIiIiIyIla8iYiIiIiIiIyIFW8iIiIiIiIiI2LFm4iIiIiIiMiIWPEmKqKMjAx89dVXaNCgAVavXm3ucIjMqmfPnmjcuHGxLOvUqVNwdXXF9u3bi2V5RJYuJSUFixcvRt26dS36eFKYPOcxkp7UmTNn0LdvX9SuXRs1a9bEd999Z7TPunLlCsLCwlCnTh2jfQYRK97PiKysLHzzzTdo06YNmjZtitatW6NNmzaYOXMmzp8/jxEjRpg1vuDgYDg6OkKlUkGlUqFixYoYPHiwWWMqSFRUFLZt24YzZ86YOxR6Blh6Dru6uqJs2bLFsix7e3uULVsWpUuXLpbl0dNp//79GDJkCFQqFUqXLo1OnTopf61atYKjoyNcXV3NHaZBLl68iHPnzuHPP//Mt9yECRNQqVIl5VipUqlgZ2cHT09PhISE4MCBA0aNszB5zmPk0+unn35CWFiYsg/6+fkhODgYwcHBqF27NoKDg/Hxxx8jOTm5yJ8RHR2NTp06YenSpTh9+jTKli2LPn364P79+8W4JjmSk5OxY8cOREZG4sGDB8W+fEOcPHkS/v7+yjbt16+f3nJDhw5FuXLllHPlyZMnmzhSXUlJSejUqZO5wygZhJ56//zzj7Ro0UJq1aolx48f15q3fft2qVy5sjz//PNmiu4/u3btEgBSp04defjwobnD0eu9997Teq2J+csvvzRPQPRMKCk5XBTJyckyb948c4dBJZibm5tUrlxZZ/q1a9dKVF7s27fPoONJamqq2Nvbi5ubm/zyyy/y+++/y2effSbOzs6iUqlkzZo1pgnYACXtGJmdnS0zZswwdxglglqtFhcXF53cS09Pl6VLl4qjo6N4enrKkSNHirT8ESNGyIsvvqi8vn37tqxYseKJYi5Iw4YNxdfX12jLf/wcUp8tW7aInZ2dAJDZs2frLXP58mWxt7eX5OTk4g6xSGbOnCkA5I8//jB3KHoZst1NhXe8n3IZGRkICQnB+fPncfjwYZ0mYp07d8aePXvw8OFDM0X4n+eeew4A8Pzzz1vkna6//voL69ev15pmb29vpmjoWVGScrgoZs+ejdTUVHOHQSWYk5OT3ulVq1bFtGnTTBxN0dnY2BhUzsnJCe7u7rC3t0eTJk3QoEEDjB07FsuWLYOIYOzYsVCr1UaO1jAl7Ri5cuVKxMTEmDuMEkGlUultUWJra4thw4Zh//79+Pfff9GtWzdcv3690Ms/ceIEHBwclNeVKlXCkCFDniTkAhnz3FPfOaQ+3bp1Q5MmTQAAU6dOxa5du3TKVKtWDe7u7ihTpkyxx1lYmZmZWLx4MQBg4cKFZo5G1969e3HkyBFzh6Fgxfspt2DBAvz666+YNGkS3N3d9ZapU6cOunTpYuLIdFlbW2v9a0ni4uLQtWtXZGRkmDsUesaUpBwurO+++w6zZ882dxj0FOvVq5e5QzAKKyvd0zfNb0BSUhISEhJMHVKJ9/PPP2PMmDHmDuOp0aRJE4wbNw7//vsvwsPDC/3+u3fvQqVSGSGyvBnr84pyDvnWW29BrVajb9++uHz5stY8Kysrvb8B5rBu3Tq0b98elSpVwrfffmtRvz2XL19G//79ISLmDkVhGd8aGYWIYNmyZQCArl275lt23Lhxyv8fPnyIMWPGoGXLlvD390f9+vWxc+dOrfJr167FSy+9hIYNG6JUqVKoXr261vxTp06hW7duaNWqFTw8PDB27Nhir7SmpKRg9OjRaN++PXx8fBAcHIwLFy4AAH7//XdMnjwZPj4++PLLL7Fy5Ur07dsXbm5ueg+smzdvRsuWLdG8eXPY29tDpVLBx8cHrVu3xh9//IExY8YgISEBd+7cQVBQEF577TWdZURGRqJLly5wdXXF+PHji3Vd6dlU1Bz+5Zdf0LlzZ7Ru3Ro+Pj7o378/bty4AQBQq9XYtm0bOnXqBCcnJ9y5cwfTpk1DkyZN4OPjg7179wIADh8+jDJlykClUsHKygpvvPGGsvwhQ4bA2toaXl5euH//Po4cOYKBAweidu3aWjFlZGTg/fffR1BQEF544QU0adIER48eBQAcOnQI8+fPh4hg9erVCAoKwvLly5GUlISFCxciICBAp0OmCxcuoGfPnmjTpg18fX0REhKCv/76S5m/b98+9O3bF2XLlsXZs2cxa9YstG3bFhUqVMDXX39dqG1PJVtiYiK++eYbnelfffUV2rZtiyZNmqBq1aqYOnUqHj16BAB49OgR1q9fj86dO6Ndu3Y4fPgw/Pz8UK9ePXz//fcYOHAgPDw8cODAAaxYsQI9e/aEq6srhg8fjqysLCxfvhx9+/ZFhQoV0KlTJ6SkpCifq1ar8cEHH6BZs2aoX78+atWqhTVr1hTrOkdHRwPIeQ47Li4ONWvWVJ6/1QgMDFSeIQWA+Ph4rF69Go0bN0abNm3w22+/YfTo0ahevToaNmyodacyrzwv6HxAI69j5HfffYcePXqgbNmyuHjxIubPn49XX30VZcuWxYwZM5CZmYm5c+fitddeg5ubG9544w1kZmZqLXvPnj3o2LEjmjVrhsqVK2PWrFkQEdy/fx8bN25EUFAQatasiatXr2L8+PF4/vnnUatWLeX583PnzuHDDz9EWloadu/ejaCgIHz44YdF/i4ox6BBgwDk7CO5v7O8vi8A+OKLLxAUFITbt2/jzJkzCAoKQocOHZT35nV+aeixTSMzMxMzZsxAgwYN0LJlS/Tr109v66vFixejWbNmaNKkCfz8/PDJJ58o8ww55ty/f9+gc8jHjRs3DkOGDEFycjK6dOmi9XuSl7y265kzZ5TjuZOTE3788Uds374dbm5uUKlUsLW1xahRowDkdGjn4eEBlUqlnH/kZ8GCBRg3bhyGDh2KtLQ0ve9JTk5GZGQkgoODMXjwYGzevBkVKlRAu3btcOrUKbz99tvw8PDAn3/+iU6dOsHFxUX5vv755x+Ehoaibdu28PT0RNeuXXH79m1l2deuXUOHDh3QqlUrlC9fHiqVCkePHsWtW7cwYcIEpKamKvvRyJEjC1wfozNfK3cytps3bwoAsbW1LdT7hg0bJtWrV5fMzEzJzMyUwMBAcXFxkaysLBERuXDhglSvXl15DvvkyZMSEBCgvP/48ePi7+8vt2/fFpGc59asra3lnXfeyfdzY2JiBID079+/wBjT09OlcePGsm7dOhERSUlJkYCAAPH29pYHDx6IiMiGDRsEgHTq1Elu3LghIiKRkZECQPbt26csa9OmTeLg4CDXrl0TEZFTp06JtbW11rNFIiKtWrXSefYnKipKAEhISIjcunVLRESWLFkiAIr8XBORRlFy+KeffpIKFSoo+/Pt27elZs2a4uXlJf/8849SrkOHDgJAFi1aJFlZWaJWq6Vly5bi5eWllImOjhYnJyepU6eOzucEBgbK3bt3JS0tTfbu3Svly5fXyo/s7Gzp2LGjjBkzRtRqtYiIvPTSS+Lg4KDkoybnp0+frrzvzz//lHHjxuk8F/rXX39JuXLl5MSJEyKSk/PNmzcXFxcXOXfunFJuxIgRAkCmTJmi/EYNGDBAHBwcLOZ5OCpevr6+Os+ZfvbZZ/L1119rTfvwww+ladOmyjHi2LFjYm9vL+3atZPs7Gz5999/JSoqSmxtbcXf318++eQTWbhwoXTp0kUyMzPlo48+EgAyduxYSUpKEhGRiIgIASChoaESHR0tIjnHSJVKJVOnTlU+Ozw8XJydnZV9sGvXrmJtba2Vk5rjiSHPQ/v6+oqnp6fy+u+//5bGjRsLAImIiBCRnBz09/fXOW5pcl8jKytLnJ2dxcvLS3bs2CEiIvfu3RMnJyfleJxXnhd0PmDoMXLw4MECQObMmaMsa8KECQJAJk2aJHFxcSIismfPHgEgy5cvV967ZcsWadq0qdy7d09ERFavXq38tmn4+/uLs7Ozsk+kp6dL1apV5aWXXtLaNgBk4MCB+W57+o++3Huck5OTAFCOSYZ8X5plt2rVSmuaIeeXhhzbRET69OkjjRs3VnJy7dq1AkBr/163bp0AkJiYGBERGTNmjACQU6dOKWUMPeboO4fMS6tWrSQmJkYyMjIkKChIAMirr74q2dnZWtsnt4K264ULF6RUqVLSp08f5T1Xr17VmSYisnDhQgkPDy8wzgMHDkhwcLCIiNy6dUtsbGykUqVKkpGRoVXu1q1bsnnzZgEgDRs2lKVLl8r7778vgwcPlt9++03atm0rAGTkyJGyc+dO6dChgxw7dkySkpKkZs2acvjwYWU5np6e0rBhQ63zit27d4uIyIMHD6RFixZavy369iNzYsX7KfbLL78IAKlUqVKh3vfiiy9K165dldeak2DND93GjRulQoUKyomHiMhHH32k/L9Vq1ayePFirWUGBgZKqVKl5P79+3l+bmEq3l9++aU0atRIa9qiRYsEgCxbtkxEciog+k7eNQd3jZYtW+osKzg4WEqXLq01Lb+Kt77PmD9/foHrQZSfwuawWq2W6tWry+jRo7Wmb9u2TQDI4MGDlWkDBgzQOvkW+e9EV3OSK5JzomFtbS1///23Mu3YsWPy/vvva723WbNmWvmxfv16cXR01Mr5iIgIKVeunFJR1lfxFhHZu3evTl69/PLL0rlzZ61yp0+fFpVKJS+//LIy7b333tM6UdJ8LgCl0k5PF19fX7G1tZVWrVpJq1atJDAwUKytrbUq3jExMWJjYyNbtmzReu/bb78tALTKenl5Sc2aNbVOckVEVq5cKQAkKipKmXbhwgW9lWUPDw955ZVXlNc9evSQ+vXrK68///xzASA///yzMq2wFW8nJyf53//+J23atJF69epJjx49lBNUDX3HrYEDB+rkvre3t87JacOGDcXf319r2uN5XtD5gKHHyGnTpunkraZjttzbOy0tTQDI8OHDRSTnN8/Pz0927typFaebm5vW72aLFi10tkPPnj11jvOseBeOIRVvT09PZV839PvSLPvxfdKQ80tDjm3bt28XAHLs2DGtcl5eXlr7yfjx48XV1VV5/f333wsA+fbbb5Vphh5zilLxFhFJTEyU6tWrK5V7jdzLMnS79uzZU9zd3bUqxl27dhV3d3dJT09XpnXv3l25QJmfTp06ybZt27SWD0C++eYbnbJZWVkCQNq2baszT5P/j38f06dPl169emlNe+eddwSA7NmzR0REHBwctD7vwIEDcvToUeW1pVW82dT8Kabp1KSwnS599dVXiIiIAJAzvMHp06cBQGkq3rx5c2RmZqJ+/fpYuXIlMjIylA5sHj16hKNHj2Lp0qUICgpS/u7fvw9PT88idbChz759+xAbG6v1GatXr4avry/i4uIA6H8GTtNRh6ZpIZDTBObOnTta5cqVK6fVPK8wNJ1zsMMoelKFzeGTJ0/i6tWrqFGjhtb0Ll26wMnJSWtcbEPzY/To0RARfPHFF8q05cuX6wxfVqpUKa3X33//PWrUqAFHR0dl2siRI5GYmFjgOKmPL+vOnTs4cOCAznrVr18fderUQVRUlJJvhq4XPV3c3d1x8OBBHDx4EL/++itOnDihNX/Dhg3IysrS2Ydef/11ANDKDWtra3h4eOjsS/r6H8mr8zA7OzukpaUprz/99FNs2rQJAHD+/Hmls58neQTLxcUFa9aswb59+3DmzBls2rQJLVq0KNKy8sqbx3Pm8dzM73wgL/qOkYZuWzs7OwBQtu3Vq1cRGxuLGTNmaJ0PuLq6ws7OrsDfBf4mGJ9mSDFXV1eDvy99DD2/NOQY8OWXX8LGxgaNGjXSKletWjWt1xMnTsShQ4cAALGxsdizZw8A7bw19jGnXLly2LFjB1xdXREeHo6NGzfqlDF0u7755ptISEjAjh07AOQ8znbnzh0kJCQov0/R0dHw9PTU6thOn8uXL+PChQsICQlRpoWFhQHQ38maJsc9PT0Nnrdv3z4cP35ca532798PX19f3Lp1CwAQEhKCN954A2+99RZu3LiB1q1b46WXXso3dnMyrAtNKpFq1aoFOzs7JCcnIzExEW5ubga9z9/fH+vXr8eaNWvQoUMHNGjQAFFRUcrzN5UqVcKpU6eUZzo+/PBDREREICQkBElJScjOzsbEiRPRv39/o61bfHw86tati3379hXp/ZKro4UBAwZg/PjxWLp0KYYPH46YmBhERUXh888/L9KyNc/OZWdnF+n9RBqFzeHY2FgA0DsOqZ+fHy5evGjQ5+bOj6pVq6JLly5YsWIFpk+fjpSUFFhZWcHDwyPfZcTHx+s8h1lUf//9N0Qkz/U6d+4cUlJS4OzsnO9yxII6WCHjCgwMRGBgoPI6r9zQXGC9d+9esceQe3/TPGP69ttvo3HjxmjYsCE2bdpk8ftkQfHldz6Ql+I4Rmriio+PBwB89tlnFn2y/ay6ePEiHjx4ABcXF9SoUQPHjx8HULTvqzjOLzX7zYULF+Di4lLgSALu7u6IiYlB9+7dUa1aNTRq1AgREREG521x5XetWrWwceNGdOzYEYMGDdK5gGhoHrz88suoWrUqIiMj8dprr2H79u0YOHAg/v33XyxevBj9+/fHypUrDeo9fsGCBRARBAcHa013cHDAyZMn8csvv6Bp06ZFWFvt9WrXrh1WrFiRZ5mvv/4aAQEB+OSTT7Bs2TKMGjUKc+bM0blIaCl4x/spZm9vjx49egAAtm3blm/ZR48eKScegwYNQnh4ONatW4fRo0frPZmtVq0atm/fjmPHjsHFxQVdu3bFqVOnlM4bNm/erPOeO3fu4N9//32idbpy5QqAnCv9J06cUK545fbnn38Wapnjxo3DW2+9hd27d6N58+YYPXo0Vq9ejX79+j1RrERPqrA57O3tDeC/PMmtTJkyeXZ6VJBx48bh3r17WL16NZYtW4bhw4cX+J5y5crh2rVreu9g3Lx5s1CfX9B6OTk5FXghgJ5tee1DmuF4ipobhvrggw8QGhqKJUuW4L333stzhILiZopeofM6HzAFFxcXANB7znH58mWORGJmK1euBAD873//g7W19RN9X8V5fmlra4vExMQC70ivWrUK7dq1w/Tp0/HJJ5/Ax8fH4M8obm3btsWCBQvw8OFDnc5WDd2uKpUKQ4YMwZ49e3Dz5k2sXr0agwYNwrBhw/Dzzz/jt99+w6VLl1C3bt18Y0lKSsK2bdvw22+/KS2NNH9z584FUDxDi2k6Wbt//77WdBFROlYtVaoUpk2bhmvXrmHQoEGYP3++VmezloYV76fcxx9/DFdXV0yfPh1JSUl6y6jVaixatAgODg74888/sXr1arz55pt6x2cEchL77NmzAIBmzZrh8OHDsLOzw+HDh+Hs7IwXX3wRW7duxYQJE5QmsgkJCRgxYkSBd6QKsm7dOgBAcHAwUlNT0bVrV6Un8+zsbCxcuFBJRkOvNP7+++9QqVTYtm0bjh49ih07dqBTp0465Uw9rAURULgcDgwMhI+PD7Zs2aLVzFVEcO3aNa2LSYW5Et+8eXO8+OKLWLhwIc6ePavTPE+f4OBgPHr0SBnfU+PUqVPKnXdDc8rT0xONGzfGwYMHtXozBXKa2PXq1UtpqmbpdxCp+GVnZxf4vXfu3BlWVlb49ttvtaZfvXoVAHQutBbnfnTv3j18+OGH6Nu3r3IB4Emp1WpkZWUVWM7BwUHrtyC33OtY1PXN73zAFPz9/eHh4YGFCxfi008/VVrZxMbG4t1334WtrS0A/i4YS37b9ciRI/j8889RuXJlvP/++wAM/76AnH08d6sIQ88vDfmumzdvDiDnkajHqdVq5f8TJkxA27Zt862IGrpvFeYcUq1Wa8WhERYWhrCwMPz9999a0wuzXUNDQ5WRSlq0aAE7OzsMGjQI9vb26NevX76tVTQWLVqE0NBQvfWEwYMHw8PDA5s3b0ZMTIzO/Py21+PzgoODcf36dfTo0UO5YJ+eno6JEycqF/WnT58OIKd1wrJly9C7d28cPHhQWYalnbuz4v2U8/Hxwc6dO5GWloamTZsiKipKa35sbCymTZuG3r17w9bWVnmm49dffwWQM47iL7/8AiDnOdOrV69CRJTnRICcZ12srKyUH7LZs2fDxsYG8+bNg4uLC/z8/FC5cmW0b99eeT5LH80VLX1XLbOysjB58mSlqe0bb7yBgIAA/Prrr6hduzYqVaqE8uXLY+PGjejZsycAKMMn5X5+W1Nx+eeff5Rp4eHhWLRoEXx9fVGrVi3UqVMHgYGB6N+/v1bTXDc3NyQmJiIjIwMnT55ERkaG8kOgaeaT12cQFVVhctjOzg6fffYZ7t69i/HjxysHsWXLlqF8+fJ45513lPcZmh8aY8eOxZUrV5T8yk1EEBcXh7t37ypX1v/3v/8hICAA77//Pj799FOcPn0aq1evxpIlS5SmaeXKlYNKpVIq05qhxjQxafprAHKatVlbWyMsLEz5jJ07d+LWrVuYNWtWkdeLSra7d+8iISEBSUlJ+TYXDwgIwKhRo7Br1y5s2LABQE6FfdasWRg0aJDybHRaWhqSk5MRGxuL9PR0rWVofu9z75eafSr3tLS0NKSkpCA+Ph4iAjs7O9jY2OD333+HWq3Go0ePlDzWHFcBKC249LXkyi05ORkJCQlITEwscMzcunXrIiEhQfmMkydP4rfffgOQM+SaJt6EhATExcVpnfgmJSUhKSlJyTd9eV7Q+YChx0hDt63m/5p/ra2tMWfOHKjVaowfPx7Ozs7w9fVF9erVERoaqsR48+ZN3L17V+s71ReHm5ubzu8R6ScienMuLS0NX3zxBdq3b4+qVasiKioK5cuXB2DY9wVA2bejo6O1LjAZcn5pyDFg0qRJcHV1xcSJE3Hp0iUAOXkXGxuLxMRE3Lt3D5mZmXB0dMSff/6J9PR0ZGdnK894585bQ485+s4h9cnMzMSNGzf0VlqBnDvJbdu21Zpm6HYFgIoVKyIkJASnT5/GsGHDlNh69uyJ+Ph49OrVS+/nasTGxmL+/Pno1q2b3vl2dnZo164dsrKyMG7cOOUCgiZnL1++rFPB1sx7/HG4d955B5UqVcKePXvg7e0Nb29vlC9fHjdu3ECTJk0A5Az3pvlegJzfoFatWimv3dzclO/BInLaeP22kSVJSEiQyZMnS+3ataVatWrSrl076du3r8yZM0dSU1O1yk6fPl3KlCkjHTt2lJkzZ8qyZcukbNmyMnz4cLly5Yps2rRJAIiDg4M0adJEmjVrJhs3btRaxoEDB6Rx48Zia2sr3t7esnDhwnzj++GHH6Rbt24CQABIYGCg0kNto0aNpFy5cqJSqZThSDTrNHDgQHF1dRVHR0fp06ePJCQkiEjOUAiaISzs7e1l+PDhsmbNGqlQoYIAECsrK+nbt6+I5PQcXa5cOXF3dxc7OztRqVRKHN7e3krPtqdOnRJfX18JCgqSrVu3yuzZs8Xe3l4Z7mnYsGHy1VdfScWKFQWAWFtbs3dUKjaFyeHt27dLYGCg1KxZU9q0aSNhYWFy9+5dZX6LFi2UfdzLy0t++OEH6dGjh9jY2AgAKV++vDJUn0ZGRoY0atRIZ5iQrKwsqVu3rrK86tWrKz2gx8XFSb9+/cTJyUkqVaok48aN0xnZYMaMGVKuXDkZPny4xMbGyooVK8TFxUXJ3dy9px89elRatmwpVapUkTZt2sjAgQOVoclERPr376/kr7u7u6xYsULGjBkjpUuXFgDi7Owsn3322RN9D2Q5xo8fL+7u7sq+V7ZsWRkyZEie5bOzs2XOnDlStWpVadiwobz88ssyb9485Tf+7NmzUqVKFWV5vr6+cvbsWRERmTRpktjZ2QkAKVOmjMyaNUsiIyPFzc1NOQb069dPfv75Z/Hz81OW4e/vL6mpqbJs2TJxc3OTli1bytSpU2XDhg3i5uYmvXv3ltOnT8uSJUvE2dlZWVbuEQgeX2fNcUyznw8dOjTPdU5MTJTg4GDx9PSU0NBQ2b17twwaNEj8/f1l7ty5cvDgQa11rlOnjpw+fVqef/55ZVq1atXk4sWLevM8v/MBQ4+Rr7/+ulhZWSnrs2rVKpk5c6ZyDHd0dJTx48fLli1bpFKlSkoMLVq0UNZz48aNEhAQILa2tlKjRg3l9ys1NVX8/f211uXXX39Vhl7T/AYePHhQRESWL18ubm5u8vrrr8sff/xRiL3x2bJlyxbp0aOHsg0rVqwojRs3lubNm0uNGjUkJCREIiMjdY4XGnl9XyI5o9Zo9hEAUrVqVZkwYYIyP7/zy8Ic286ePSutW7cWZ2dn6datm3z00UfSrFkzeemll2TOnDmSkJAg27dvF09PT3nhhRfknXfekV27domHh4e0a9dODh8+XKhjzuPnkPosWLBAfHx8BIA4OTnJq6++qrfc3bt3tUZNMGS75rZ7926d0UR+/vlnGTVqlN7yGhs2bFDyskKFCvLJJ5/olHnttdeU7Q1AfHx8ZOnSpVq5W7NmTYmPjxeRnF7VNfnv6OioM4xZdHS0dO3aVRwdHcXV1VWGDx+uDNsmIuLo6Kj81r700ksSFhamNf+HH36QihUrSufOneXQoUP5rp8pqETY/oaebUOGDEFoaCiaNWumTEtPT0dsbCy6du2KQ4cOoUKFCmaMkIiIiIiISjI2Nadn2ubNm/Hzzz9rVbqBnKYyNWvWRNu2bVnpJiIiIiKiJ8KKNz3T7t69i2vXrmHt2rVazxFlZGQgMjISb775phmjIyIiIiKipwGbmtMz7/vvv8eiRYtw8+ZNuLi4wMfHB7Vr18bw4cM5RBERERERET0xVryJiIiIiIiIjIhNzYmIiIiIiIiMiBVvIiIiIiIiIiNixZuIiIiIiIjIiFjxJiIiIiIiIjIiVryJiIiIiIiIjIgVbyIiIiIiIiIjYsWbiIiIiIiIyIhY8SYiIiIiIiIyov8DeFS4Bx/WsKkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## FIGURE 5 : Case Outcomes and Public Safety Outcomes\n",
    "\n",
    "selected_columns = [\"case_length_days_z_norm\", \"conviction_z_norm\", \"punished_z_norm\", \"rearrest_win_2yr_fromOGopen_z_norm\"]\n",
    "df2 = df[selected_columns]\n",
    "\n",
    "df2 = df2.rename(columns={\n",
    "    \"case_length_days_z_norm\": \"Case Length\",\n",
    "    \"conviction_z_norm\": \"Conviction\",\n",
    "    \"punished_z_norm\": \"Formal Punishment\",\n",
    "    \"rearrest_win_2yr_fromOGopen_z_norm\": \"Defendant New Arrest\"\n",
    "})\n",
    "\n",
    "# Create pairplot with black scatter points and no default histograms\n",
    "scatterplot_matrix = sns.pairplot(\n",
    "    df2,\n",
    "    kind=\"scatter\",                 \n",
    "    diag_kind=\"kde\",               # disables default histograms\n",
    "    plot_kws={'color': 'black'}    # all scatter points black\n",
    ")\n",
    "\n",
    "# increase axis label size\n",
    "label_fontsize = 14\n",
    "\n",
    "for i in range(len(scatterplot_matrix.axes)):\n",
    "    for j in range(len(scatterplot_matrix.axes)):\n",
    "        ax = scatterplot_matrix.axes[i, j]\n",
    "        # X label only on bottom row\n",
    "        if i == len(scatterplot_matrix.axes) - 1:\n",
    "            ax.set_xlabel(ax.get_xlabel(), fontsize=label_fontsize)\n",
    "        # Y label only on leftmost column\n",
    "        if j == 0:\n",
    "            ax.set_ylabel(ax.get_ylabel(), fontsize=label_fontsize)\n",
    "        \n",
    "# Add histograms to diagonals\n",
    "scatterplot_matrix.map_diag(plt.hist, color='#005F73', bins=40)\n",
    "\n",
    "# Set the y-axis ticks and labels for histograms\n",
    "for i, ax in enumerate(scatterplot_matrix.diag_axes):\n",
    "    # Get the histogram data for each diagonal plot\n",
    "    variable = df1.iloc[:, i]\n",
    "    counts, bins, patches = ax.hist(variable.dropna(), bins=30, color='#005F73', alpha=1)  \n",
    "\n",
    "    # Set y-axis ticks to reflect counts\n",
    "    ax.set_yticks(range(0, int(max(counts)) + 1, max(1, int(max(counts) // 5))))  \n",
    "    ax.set_yticklabels(range(0, int(max(counts)) + 1, max(1, int(max(counts) // 5))))  \n",
    "    ax.set_ylim(0, max(counts) * 1.1)  # Add a little padding above the tallest bar\n",
    "\n",
    "# Add OLS regression lines\n",
    "for i, j in zip(*plt.np.triu_indices_from(scatterplot_matrix.axes, 1)):\n",
    "    ax = scatterplot_matrix.axes[i, j]\n",
    "    x_var = ax.get_xlabel()\n",
    "    y_var = ax.get_ylabel()\n",
    "\n",
    "    # run OLS regression\n",
    "    model = sm.OLS(df2[y_var], sm.add_constant(df2[x_var]))\n",
    "    results = model.fit()\n",
    "    \n",
    "    # plot the regression line across the full x-axis range\n",
    "    x_vals = plt.np.linspace(-6, 6, 100)\n",
    "    ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
    "    \n",
    "    # adjust scatterplot opacity\n",
    "    ax.collections[0].set_alpha(0.7) \n",
    "\n",
    "    ax.set_xlim([-6, 6])\n",
    "\n",
    "# Add OLS regression lines \n",
    "for i, j in zip(*plt.np.tril_indices_from(scatterplot_matrix.axes, -1)):\n",
    "    ax = scatterplot_matrix.axes[i, j]\n",
    "    x_var = ax.get_xlabel()\n",
    "    y_var = ax.get_ylabel()\n",
    "    \n",
    "    # get OLS regression\n",
    "    model = sm.OLS(df2[y_var], sm.add_constant(df2[x_var]))\n",
    "    results = model.fit()\n",
    "    \n",
    "    # plot the regression line across the full x-axis range\n",
    "    x_vals = plt.np.linspace(-6, 6, 100)\n",
    "    ax.plot(x_vals, results.params[0] + results.params[1] * x_vals, color='black')\n",
    "    \n",
    "    # Adjust scatterplot opacity\n",
    "    ax.collections[0].set_alpha(0.7)  \n",
    "\n",
    "    ax.set_xlim([-6, 6])\n",
    "    ax.set_ylim([-6.5, 6.5])\n",
    "\n",
    "# Hide upper triangle\n",
    "for i, j in zip(*plt.np.triu_indices_from(scatterplot_matrix.axes, 1)):\n",
    "    scatterplot_matrix.axes[i, j].set_visible(False)\n",
    "\n",
    "plt.savefig('fig5.jpg')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7acc9c8e-b067-41f0-80f6-02f5008cfe94",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:61: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:77: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:77: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:77: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:77: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:77: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:77: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:77: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:77: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:77: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\3806101173.py:77: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1250x1250 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## FIGURE A.4 ASSOCIATIONS BETWEEN CASE MANAGEMENT SKILLS\n",
    "\n",
    "selected_columns = [\"cw_fta_athearing_z_norm\", \"return_fta_z_norm\",\n",
    "                    \"disco_incomplete_z_norm\", \"marked_mbt_z_norm\",\n",
    "                    \"cw_notready_combo_z_norm\"]\n",
    "\n",
    "df1 = df[selected_columns].rename(columns={\n",
    "    \"cw_fta_athearing_z_norm\": \"CW FTA At Hearing\",\n",
    "    \"return_fta_z_norm\": \"Return FTA\",\n",
    "    \"disco_incomplete_z_norm\": \"Disco Incomplete\",\n",
    "    \"marked_mbt_z_norm\": \"Marked MBT\",\n",
    "    \"cw_notready_combo_z_norm\": \"CW Not Ready\"\n",
    "})\n",
    "\n",
    "# Create pairplot with black scatter points and no default histograms\n",
    "scatterplot_matrix = sns.pairplot(\n",
    "    df1,\n",
    "    kind=\"scatter\",                 \n",
    "    diag_kind=\"kde\",               # disables default histograms\n",
    "    plot_kws={'color': 'black'}    # all scatter points black\n",
    ")\n",
    "\n",
    "# increase axis label size\n",
    "label_fontsize = 14\n",
    "\n",
    "for i in range(len(scatterplot_matrix.axes)):\n",
    "    for j in range(len(scatterplot_matrix.axes)):\n",
    "        ax = scatterplot_matrix.axes[i, j]\n",
    "        # X label only on bottom row\n",
    "        if i == len(scatterplot_matrix.axes) - 1:\n",
    "            ax.set_xlabel(ax.get_xlabel(), fontsize=label_fontsize)\n",
    "        # Y label only on leftmost column\n",
    "        if j == 0:\n",
    "            ax.set_ylabel(ax.get_ylabel(), fontsize=label_fontsize)\n",
    "            \n",
    "# Add green histograms to diagonals\n",
    "scatterplot_matrix.map_diag(plt.hist, color='#94D2BD', bins=40)\n",
    "\n",
    "# Set the y-axis ticks and labels for histograms\n",
    "for i, ax in enumerate(scatterplot_matrix.diag_axes):\n",
    "    # Get the histogram data for each diagonal plot\n",
    "    variable = df1.iloc[:, i]  \n",
    "    counts, bins, patches = ax.hist(variable.dropna(), bins=30, color='#94D2BD', alpha=1)  \n",
    "\n",
    "    # Set y-axis ticks to reflect counts\n",
    "    ax.set_yticks(range(0, int(max(counts)) + 1, max(1, int(max(counts) // 5))))\n",
    "    ax.set_yticklabels(range(0, int(max(counts)) + 1, max(1, int(max(counts) // 5))))\n",
    "    ax.set_ylim(0, max(counts) * 1.1)  # Add a little padding above the tallest bar\n",
    "    \n",
    "# Add OLS regression lines\n",
    "for i, j in zip(*plt.np.triu_indices_from(scatterplot_matrix.axes, 1)):\n",
    "    ax = scatterplot_matrix.axes[i, j]\n",
    "    x_var = ax.get_xlabel()\n",
    "    y_var = ax.get_ylabel()\n",
    "\n",
    "    non_null_data = df1[[x_var, y_var]].dropna()\n",
    "    model = sm.OLS(non_null_data[y_var], sm.add_constant(non_null_data[x_var]))\n",
    "    results = model.fit()\n",
    "\n",
    "    ax.plot(ax.get_xlim(),\n",
    "            results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
    "            color='red')\n",
    "    ax.collections[0].set_alpha(0.7)\n",
    "    ax.set_xlim([-6, ax.get_xlim()[1]])\n",
    "\n",
    "# Add OLS regression lines \n",
    "for i, j in zip(*plt.np.tril_indices_from(scatterplot_matrix.axes, -1)):\n",
    "    ax = scatterplot_matrix.axes[i, j]\n",
    "    x_var = ax.get_xlabel()\n",
    "    y_var = ax.get_ylabel()\n",
    "\n",
    "    non_null_data = df1[[x_var, y_var]].dropna()\n",
    "    model = sm.OLS(non_null_data[y_var], sm.add_constant(non_null_data[x_var]))\n",
    "    results = model.fit()\n",
    "\n",
    "    ax.plot(ax.get_xlim(),\n",
    "            results.params[0] + results.params[1] * plt.np.array(ax.get_xlim()),\n",
    "            color='black')\n",
    "    ax.collections[0].set_alpha(0.7)\n",
    "    ax.set_xlim([-6.5, 4])\n",
    "    ax.set_ylim([-6.5, 4])\n",
    "\n",
    "# Hide upper triangle\n",
    "for i, j in zip(*plt.np.triu_indices_from(scatterplot_matrix.axes, 1)):\n",
    "    scatterplot_matrix.axes[i, j].set_visible(False)\n",
    "\n",
    "plt.savefig('figA4.jpg')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "704bb2fe-49fd-439b-961a-c0f24ad06d61",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\4019072785.py:6: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df1[\"pol_party\"] = df1[\"pol_party\"].fillna(\"Unknown / Not Registered\")\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\4019072785.py:65: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  y_values = results.params[0] + results.params[1] * plt.np.array(x_values)\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\4019072785.py:65: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  y_values = results.params[0] + results.params[1] * plt.np.array(x_values)\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\4019072785.py:65: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  y_values = results.params[0] + results.params[1] * plt.np.array(x_values)\n",
      "C:\\Users\\lindsay.graef\\AppData\\Local\\Temp\\ipykernel_17700\\4019072785.py:65: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
      "  y_values = results.params[0] + results.params[1] * plt.np.array(x_values)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## FIGURE A.5 ASSOCIATIONS BETWEEN CONVICTIONS, PUNISHMENTS, AND CASE MANAGEMENT SKILLS BY PROSECUTORS' POLITICAL AFFILIATIONS\n",
    "\n",
    "selected_columns = [\"cw_fta_athearing_z_norm\",\"disco_incomplete_z_norm\",\"conviction_z_norm\",\"punished_z_norm\",\"pol_party\"]\n",
    "\n",
    "df1 = df[selected_columns]\n",
    "df1[\"pol_party\"] = df1[\"pol_party\"].fillna(\"Unknown / Not Registered\")\n",
    "\n",
    "df1 = df1.rename(columns={\n",
    "    \"cw_fta_athearing_z_norm\": \"CW FTA At Hearing\",\n",
    "    \"disco_incomplete_z_norm\": \"Disco Incomplete\",\n",
    "    \"conviction_z_norm\": \"Conviction\",\n",
    "    \"punished_z_norm\": \"Formal Punishment\",\n",
    "    \"pol_party\": \"pol_party\"\n",
    "})\n",
    "\n",
    "# Define color and marker mappings for political parties\n",
    "color_mapping = {\"Democrat\":\"#00008B\", \"Republican\":\"#FF0000\", \"No Affiliation\":\"#008000\", \"Unknown / Not Registered\":\"#808080\"}\n",
    "hue_order = [\"Democrat\", \"Republican\", \"No Affiliation\", \"Unknown / Not Registered\"]\n",
    "\n",
    "marker_mapping = {\n",
    "    \"Democrat\": \"o\",           # circle\n",
    "    \"Republican\": \"s\",         # square\n",
    "    \"No Affiliation\": \"X\",     # X\n",
    "    \"Unknown / Not Registered\": \"^\" # triangle\n",
    "}\n",
    "\n",
    "# Create subplots: 2x2 grid\n",
    "fig, axs = plt.subplots(2, 2, figsize=(12, 10), sharex=True, sharey=True)\n",
    "\n",
    "# Define plot configurations\n",
    "outcomes = [\"Conviction\", \"Formal Punishment\"]\n",
    "predictors = [\"CW FTA At Hearing\", \"Disco Incomplete\"]\n",
    "\n",
    "# Loop through outcomes and predictors to create plots\n",
    "for row, outcome in enumerate(outcomes):\n",
    "    for col, predictor in enumerate(predictors):\n",
    "        ax = axs[row, col]\n",
    "        \n",
    "        sns.scatterplot(\n",
    "            x=predictor,\n",
    "            y=outcome,\n",
    "            data=df1,\n",
    "            ax=ax,\n",
    "            hue=\"pol_party\",\n",
    "            palette=color_mapping,\n",
    "            style=\"pol_party\",         \n",
    "            markers=marker_mapping,    \n",
    "            alpha=0.7,\n",
    "            s=100,\n",
    "            hue_order=hue_order,\n",
    "            style_order=hue_order,    \n",
    "        )\n",
    "\n",
    "        ax.set_xlabel(predictor, fontsize=14)\n",
    "        ax.set_ylabel(outcome if col == 0 else '', fontsize=14)\n",
    "        ax.tick_params(labelsize=12)\n",
    "        ax.set_xlim([-2, 2])\n",
    "        ax.set_ylim([-2, 2])\n",
    "\n",
    "        non_null_data = df1[[predictor, outcome]].dropna()\n",
    "        model = sm.OLS(non_null_data[outcome], sm.add_constant(non_null_data[predictor]))\n",
    "        results = model.fit()\n",
    "        \n",
    "        x_values = [-5, 5]\n",
    "        y_values = results.params[0] + results.params[1] * plt.np.array(x_values)\n",
    "        ax.plot(x_values, y_values, color='black')\n",
    "        \n",
    "        if row < 1 or col < 1:\n",
    "            ax.get_legend().remove()\n",
    "        \n",
    "        sns.despine(ax=ax, top=True, right=True)\n",
    "     \n",
    "# Manually create legend in the last plot with opaque background\n",
    "handles, labels = axs[1, 1].get_legend_handles_labels()\n",
    "legend = axs[1, 1].legend(handles, labels, loc='upper right', title=\"Political Affiliation\")\n",
    "legend.get_frame().set_alpha(1.0) \n",
    "\n",
    "# adjust layout and save\n",
    "plt.tight_layout()\n",
    "plt.savefig('figA5.jpg')\n",
    "plt.show()"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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}
